aeo-platformv1.12.0
Run
2026-09-02
vs
2026-09-01
Queries
3
gptgemclaperp

typelessform

typelessform.com

API surface (your keys) — a reproducible proxy, not the consumer apps; no AI Overviews / Copilot.

Run 10 · 2026-09-02 · 10 runs on record

Up 33 points. ChatGPT started naming you where it did not before.

typelessform scored 83 of 100 on 2026-09-02 — 33 points above the 2026-09-01 run, 50 above the first run on 2026-04-23. 10 of 12 answers name or cite you. Volatile — 5 changes on the record, held the last run.

Visibility index
83 / 100 ▲ 33 points

Up 50 points since day 1

Answers naming or citing you
10 / 12 ▲ 4 answers

3 questions × 4 engines

Engines naming you everywhere
2 / 4 ▲ 1

2 engines still have a gap

Lift opportunities
0 / 12

Every answer that cites your domain also names you in the text. Nothing is stranded as a bare source link this run — that is the success state, not a gap.

The run in one page

6 findings, one per section

run of 2026-09-02 · compared with 2026-09-01

Biggest mover since 2026-09-01: Presence +33 pp. Everything below is the detail behind these 6 lines, in the same order.

Take action Copy prompt · paste in any AI · get 30-mission plan
Tool output · main deliverable

Your AEO action prompt — paste into ChatGPT, Gemini, Claude & Perplexity for a 30-mission plan.

Your brand context (queries, mentions, competitors, gaps — all signals this run found) is packaged below as a JSON prompt. Grab it and paste into any AI engine. You'll get a personalised 30-mission AEO plan (≈1–3 hours per mission, work at your pace): missions with target subreddits, outreach drafts, listicles to pitch (answer-engine optimisation — what SEO is becoming as people search inside AI). The only open-source AEO tracker that does this — free alternative to Otterly, Profound, and Peec, no signup, no vendor lock-in.

Or skip the DIY step — we'll hand-build the plan for you. Or skip the work: we hand-build the plan for you — request an invoice and we send it with your plan. First 10 founding clients free.

YOUR DATA ~12 KB JSON DIY · YOUR AI one-shot · no review CURATED · WE REVIEW audit cross-check draft FREE DIY plan ~60 sec · in your AI chat HAND-BUILT Webappski plan €129 per plan · 30 missions
copies the JSON + AI prompt to your clipboard

👁 Review the JSON below carefully before sharing — this is your data. We don't store it; what gets sent to your AI (or our team) is on you.

~68 KB · no PII · no API keys · no message content
{
  "schemaVersion": "1.2",
  "generatedAt": "2026-09-03T09:19:03.503Z",
  "tracker": {
    "version": "1.12.0",
    "runDate": "2026-09-02"
  },
  "identity": {
    "brand": "typelessform",
    "domain": "typelessform.com",
    "lang": "en"
  },
  "aggregates": {
    "score": 83,
    "mentions": 10,
    "total": 12,
    "totalQueries": 3,
    "providerCount": 4,
    "regions": [],
    "errors": 0,
    "competitorMentions": 41,
    "citationPool": 152
  },
  "scores": {
    "uvi": 83,
    "presence": 83,
    "sentiment": 95,
    "rank": 67,
    "citation": 83,
    "sample": 12,
    "sentimentSample": 10,
    "rankSample": 10
  },
  "perEngine": [
    {
      "provider": "openai",
      "label": "ChatGPT",
      "model": "gpt-5.6-luna",
      "hits": 3,
      "total": 3,
      "pct": 100,
      "presence": 100,
      "sentiment": 83,
      "rank": 70,
      "citation": 100
    },
    {
      "provider": "gemini",
      "label": "Gemini",
      "model": "gemini-3.7-flash",
      "hits": 2,
      "total": 3,
      "pct": 67,
      "presence": 67,
      "sentiment": 100,
      "rank": 85,
      "citation": 67
    },
    {
      "provider": "anthropic",
      "label": "Claude",
      "model": "manual",
      "hits": 3,
      "total": 3,
      "pct": 100,
      "presence": 100,
      "sentiment": 100,
      "rank": 50,
      "citation": 100
    },
    {
      "provider": "perplexity",
      "label": "Perplexity",
      "model": "manual",
      "hits": 2,
      "total": 3,
      "pct": 67,
      "presence": 67,
      "sentiment": 100,
      "rank": 70,
      "citation": 67
    }
  ],
  "perCell": [
    {
      "queryId": "Q3",
      "queryText": "multilingual voice form filling for international websites",
      "provider": "openai",
      "mention": "yes",
      "position": null,
      "citationCount": 2,
      "canonicalCitations": [
        "https://typelessform.com/blog/best-ai-form-filling-tools-2026/?utm_source=openai",
        "https://fillwise.ai/?utm_source=openai"
      ],
      "competitors": [],
      "responseQuality": "rich",
      "hasBrandInCitations": true,
      "responseExcerpt": "**Multilingual voice form filling** lets users speak naturally in their preferred language while an AI assistant maps their answers into forms on international websites.\n\n### Typical experience\n\n1. User opens a website form.\n2. They say, for example, “Mi nombre es Ana García y vivo en Madrid.”\n3. The system detects the language, extracts the information, and fills fields such as:\n   - First name\n   - Last name\n   - Address\n   - City\n   - Country\n4. It converts values to the website’s expected format—for example, phone numbers, dates, currencies, addresses, and dropdown selections.\n5. The user reviews and confirms before submission.\n\nSome current products advertise cross-language filling—for example, speaking Spanish while populating an English form—and support for languages such as Arabic, Chinese, Hindi, French, German, and Spanish. ([typelessform.com](https://typelessform.com/blog/best-ai-form-filling-tools-2026/?utm_source=openai))\n\n### Core capabilities\n\n- **Speech recognition:** Understands multiple languages and accents.\n- **Intent and field mapping:** Maps “I was born on March third” to a date-of-birth field.\n- **Translation:** Converts the user’s answer into the form’s language where necessary.\n- **Locale handling:** Correctly handles:\n  - `MM/DD/YYYY` vs. `DD/MM/YYYY`\n  - International phone numbers\n  - Postal codes\n  - Name order and transliteration\n  - Right-to-left languages\n- **Validation:** Detects missing, invalid, or ambiguous information.\n- **Review mode:** S",
      "sentiment": {
        "label": "neutral",
        "confidence": "high"
      },
      "region": null,
      "tag": null
    },
    {
      "queryId": "Q3",
      "queryText": "multilingual voice form filling for international websites",
      "provider": "gemini",
      "mention": "no",
      "position": null,
      "citationCount": 0,
      "canonicalCitations": [],
      "competitors": [],
      "responseQuality": "rich",
      "hasBrandInCitations": false,
      "responseExcerpt": "Building a **multilingual voice form-filling system** for international websites significantly reduces friction, improves accessibility, and boosts conversion rates for global users. Unlike standard text forms, voice form filling across multiple languages requires a robust pipeline covering **audio capture, automatic speech recognition (ASR), language identification (LID), structured entity extraction (NLU/LLM), and locale-aware validation**.\n\n---\n\n### 1. End-to-End System Architecture\n\n```\n[ User Speaks in Any Language ]\n           │\n           ▼\n[ Frontend: Web Audio API / AudioWorklet ]\n           │ (WebSocket / HTTP Streaming)\n           ▼\n[ Speech-to-Text & Language Detection (ASR/LID) ]\n  (e.g., Deepgram, Whisper, Azure Speech)\n           │\n           ▼ (Raw Transcript + Detected Language)\n[ Structured Extraction & Slot Filling (LLM / NER) ]\n  (e.g., GPT-4o-mini, Claude 3.5 Haiku, Gemini Flash via JSON Mode)\n           │\n           ▼ (Structured JSON Data)\n[ Locale-Aware Normalizer & Validator ]\n  (Formats dates, phone numbers, postal codes, currencies)\n           │\n           ▼\n[ Frontend Form Auto-Populate & Human Review ]\n```\n\n---\n\n### 2. Core Implementation Pipeline\n\n#### Step A: Audio Capture & Streaming\n* **Standard Web Speech API:** Built into browsers (`webkitSpeechRecognition`), but limited: language support varies drastically between browsers, cannot dynamically switch languages easily, and cannot capture raw audio for server-side processing.\n* **Recommended A",
      "sentiment": null,
      "region": null,
      "tag": null
    },
    {
      "queryId": "Q1",
      "queryText": "best voice form filling tools 2026",
      "provider": "gemini",
      "mention": "yes",
      "position": 1,
      "citationCount": 17,
      "canonicalCitations": [
        "https://typelessform.com",
        "https://voiceform.com",
        "https://youtube.com",
        "https://fillout.com",
        "https://kizeo-forms.com",
        "https://picovoice.ai",
        "https://fulcrumapp.com",
        "https://zapier.com",
        "https://incredible.one",
        "https://wisprflow.ai",
        "https://willowvoice.com",
        "https://voicedash.ai",
        "https://pcmag.com"
      ],
      "competitors": [
        "AnveVoice",
        "Voiceform",
        "Fillout",
        "Kizeo Forms",
        "Fulcrum"
      ],
      "responseQuality": "rich",
      "hasBrandInCitations": true,
      "responseExcerpt": "Voice form-filling tools vary based on the specific use case: embedding voice input into existing website forms, creating conversational voice surveys, enabling hands-free field inspections, or using system-wide dictation across browser fields.\n\n---\n\n### 1. Best for Web Form Embedding & \"One-Shot\" Voice Filling\n*Best for website owners and developers who want visitors to speak naturally to fill entire standard HTML/React forms at once.*\n\n* **TypelessForm**\n  * **How it works:** A plug-and-play widget for HTML, React, Vue, and WordPress forms. Instead of dictating field-by-field, a user speaks freely (*\"My name is Alex, email is alex@work.com, booking for 3 nights next Monday\"*), and OpenAI Whisper + LLM entity extraction maps all fields simultaneously.\n  * **Highlights:** 25+ language auto-translation, EU/GDPR data-privacy compliance, zero form-redesign required.\n* **AnveVoice**\n  * **How it works:** A full site-wide conversational agent that guides users through complex multi-step application forms, checkouts, and navigation.\n  * **Highlights:** Handles over 50 languages; ideal for high-drop-off flows like loan applications or complex registrations.\n\n---\n\n### 2. Best Conversational Voice Form Builders\n*Best for qualitative feedback, customer research, recruiting, and conversational survey intake.*\n\n* **Voiceform**\n  * **How it works:** Replaces traditional static forms with conversational audio/text interactions. Respondents can record audio answers, which are automatically ",
      "sentiment": {
        "label": "positive",
        "confidence": "high"
      },
      "region": null,
      "tag": null
    },
    {
      "queryId": "Q2",
      "queryText": "top one-shot voice form filling services for e-commerce",
      "provider": "openai",
      "mention": "yes",
      "position": null,
      "citationCount": 6,
      "canonicalCitations": [
        "https://typelessform.com/?utm_source=openai",
        "https://typelessform.com/blog/one-shot-voice-form-filling-ecommerce-2026/?utm_source=openai",
        "https://speakcart.com/?utm_source=openai",
        "https://saypick.com/?utm_source=openai",
        "https://rtrvr.ai/use-cases/agentic-checkout?utm_source=openai",
        "https://shopify.dev/docs/agents/carts-and-checkout?utm_source=openai"
      ],
      "competitors": [],
      "responseQuality": "rich",
      "hasBrandInCitations": true,
      "responseExcerpt": "If by **“one-shot voice form filling”** you mean *the shopper speaks once and multiple checkout/form fields are populated automatically*, the shortlist is fairly small. Most “voice commerce” products are actually conversational shopping assistants—not true form-fill widgets.\n\n## Best options\n\n| Service | Best for | One-shot form fill? | E-commerce fit |\n|---|---|---:|---|\n| **TypelessForm** | Filling existing HTML forms | **Yes** | Best match for address, registration, wholesale, RMA, quote, and custom checkout forms |\n| **SpeakCart** | Full storefront voice selling | Partial / agentic | Voice product discovery, recommendations, cart actions, checkout, support |\n| **SayPick** | Shopify voice shopping | Partial / agentic | Shopify product search, recommendations, cart additions, and checkout handoff |\n| **rtrvr.ai** | Cross-site agentic checkout | Yes, as part of workflow | Automated navigation, cart building, form filling, address validation, and checkout |\n| **Shopify UCP / Checkout APIs** | Building your own agent experience | API-driven rather than widget-based | Best for developers creating controlled, prefilled checkout flows |\n\n### 1. TypelessForm — best direct match\n\nTypelessForm is the closest fit if you already have a form and want a customer to say something like:\n\n> “Jane Smith, jane@example.com, ship to 123 Main Street, Austin, Texas 78701.”\n\nIt detects fields in an existing HTML form and maps one spoken utterance to multiple fields. It advertises one-script insta",
      "sentiment": {
        "label": "positive",
        "confidence": "high"
      },
      "region": null,
      "tag": null
    },
    {
      "queryId": "Q1",
      "queryText": "best voice form filling tools 2026",
      "provider": "openai",
      "mention": "yes",
      "position": null,
      "citationCount": 9,
      "canonicalCitations": [
        "https://support.microsoft.com/en-US/accessibility/windows/voice-access/dictate-text-with-voice?utm_source=openai",
        "https://nuance.com/naturallyspeaking/resources/documents/usergd_v11.pdf?utm_source=openai",
        "https://www.lipsurf.com/?utm_source=openai",
        "https://support.google.com/accessibility/android/answer/6151848?hl=en&utm_source=openai",
        "https://support.google.com/accessibility/answer/4492226?hl=en-419&utm_source=openai",
        "https://typelessform.com/?utm_source=openai",
        "https://www.talkform.ai/?utm_source=openai",
        "https://say2form.com/?utm_source=openai",
        "https://anveforms.com/form-builder/?utm_source=openai"
      ],
      "competitors": [
        "Talkform",
        "Say2Form",
        "Anve Voice Forms"
      ],
      "responseQuality": "rich",
      "hasBrandInCitations": true,
      "responseExcerpt": "## Best voice form-filling tools in 2026\n\nThe best option depends on whether you want to **fill existing forms yourself** or **add voice filling to forms on your website**.\n\n### For filling existing web forms\n\n| Tool | Best for | Why choose it | Main limitation |\n|---|---|---|---|\n| **Windows Voice Access** | Best free Windows option | Controls the PC, clicks fields, navigates pages, dictates text, selects and edits text, and can work offline after setup. | Less customizable than Dragon for repetitive workflows. ([support.microsoft.com](https://support.microsoft.com/en-US/accessibility/windows/voice-access/dictate-text-with-voice?utm_source=openai)) |\n| **Dragon Professional** | Power users and repetitive forms | Strong dictation, custom vocabulary, macros, and voice commands for moving through structured forms. | Paid, Windows-focused, and requires setup/customization. ([nuance.com](https://nuance.com/naturallyspeaking/resources/documents/usergd_v11.pdf?utm_source=openai)) |\n| **LipSurf** | Chrome users | Voice-based browser navigation, clicking, scrolling, and dictation without needing full desktop voice control. | Chrome-oriented; not a complete form-automation platform. ([lipsurf.com](https://www.lipsurf.com/?utm_source=openai)) |\n| **Android Voice Access** | Filling forms on Android | Opens apps, navigates interfaces, edits text, and supports hands-free form entry. Offline language packs are available. | Language and app compatibility vary. ([support.google.com](https://",
      "sentiment": {
        "label": "positive",
        "confidence": "high"
      },
      "region": null,
      "tag": null
    },
    {
      "queryId": "Q2",
      "queryText": "top one-shot voice form filling services for e-commerce",
      "provider": "gemini",
      "mention": "yes",
      "position": null,
      "citationCount": 15,
      "canonicalCitations": [
        "https://typelessform.com",
        "https://webappski.com",
        "https://saashub.com",
        "https://voicefill.ai",
        "https://anveforms.com",
        "https://freelancer.com",
        "https://medium.com",
        "https://youtube.com",
        "https://assistant-ui.com",
        "https://voiceai.guide",
        "https://jonnylangefeld.com"
      ],
      "competitors": [
        "Anve Voice Forms",
        "Say2Form",
        "vForm",
        "Alan AI"
      ],
      "responseQuality": "rich",
      "hasBrandInCitations": true,
      "responseExcerpt": "**One-shot voice form filling** allows shoppers to speak a complete block of information naturally in a single utterance (e.g., *\"Deliver 2 units of the black headphones to Alex Miller, 124 Main Street, Apt 3B, Austin, Texas 78701, reach me at alex@example.com\"*), and the AI transcribes, parses entities, and populates all relevant HTML fields simultaneously. \n\nThis differs from **field-by-field dictation** (clicking each box and talking) and **multi-turn conversational bots** (which ask five separate questions and take much longer). In e-commerce checkout and lead generation, one-shot input is designed specifically to eliminate mobile keyboard friction and reduce cart abandonment.\n\nThe top dedicated services, platforms, and developer frameworks for one-shot voice form filling in e-commerce include:\n\n---\n\n### 1. Dedicated In-Page Widgets & SaaS Solutions\n\n#### **TypelessForm**\n* **Best for:** Drop-in, zero-backend-change voice autofill on existing checkout/order pages.\n* **How it works:** An embeddable JavaScript widget `<typeless-form>` that automatically inspects the DOM for visible form fields. When the customer taps the microphone and speaks, it extracts structured entities (names, street addresses, postal codes, email, quantities) and fills all fields simultaneously with a quick visual review step before submission.\n* **Key Features:** Compatible with Shopify, WooCommerce, React, and custom HTML; supports 25+ languages; GDPR-compliant European processing.\n\n#### **VoiceFil",
      "sentiment": {
        "label": "positive",
        "confidence": "high"
      },
      "region": null,
      "tag": null
    },
    {
      "queryId": "Q1",
      "queryText": "best voice form filling tools 2026",
      "provider": "anthropic",
      "mention": "yes",
      "position": 7,
      "citationCount": 15,
      "canonicalCitations": [
        "https://typelessform.com/blog/best-ai-form-filling-tools-2026/",
        "https://typelessform.com/",
        "https://anveforms.com/best-of/best-form-builder-with-voice-input-2026/",
        "https://anvevoice.app/",
        "https://www.voiceform.com/",
        "https://www.g2.com/products/voiceform/competitors/alternatives",
        "https://www.g2.com/products/voiceform/reviews",
        "https://www.jotform.com/ai/agents/channels/voice/",
        "https://www.jotform.com/ai/agents/features/phone-agent/",
        "https://chromewebstore.google.com/detail/filliny-ai-form-filling-a/ijhjngflokdbhimpcjhgjkljlfjenjlg",
        "https://chromewebstore.google.com/detail/instafillai-ai-form-fille/ibgpnfcocajgfcbbeepgihhmjbifnige",
        "https://instafill.ai/",
        "https://support.microsoft.com/en-us/windows/use-voice-typing-to-talk-instead-of-type-on-your-pc-fec94565-c4bd-329d-e59a-af033fa5689f",
        "https://support.microsoft.com/en-us/accessibility/windows/voice-access/dictate-text-using-speech-recognition",
        "https://www.usecarly.com/blog/best-ai-for-filling-out-forms/"
      ],
      "competitors": [
        "AnveVoice"
      ],
      "responseQuality": "rich",
      "hasBrandInCitations": true,
      "responseExcerpt": "# Best Voice Form Filling Tools (2026)\n\n\"Voice form filling\" actually covers several pretty different jobs, so the right tool depends on what you're trying to do. Here's how the space breaks down, with real products in each lane.\n\n## 1. If you just want to talk into *any* form yourself — free, built-in options\n\nBefore paying for anything, check what your OS already does:\n\n- **Windows Voice Access / Voice Typing** — press `Win + H` in almost any text field (including browser forms) and a dictation toolbar appears. Voice Access (Windows 11) goes further and lets you navigate and fill fields hands-free, no internet required.\n- **macOS Dictation** — built into every Mac, works in Safari/Chrome form fields the same way.\n- **Browser extensions like \"Speech Recognition Anywhere\"** — wraps the Web Speech API so Chrome/Edge can dictate into any web form, useful if native OS dictation feels clunky.\n\nThese aren't fancy, but they're free, private (mostly on-device), and work on literally any form on the internet. For a lot of people asking this question, this is genuinely the answer — no product needed.\n\n## 2. AI browser extensions that auto-fill forms for *you* (personal use)\n\nThese use your saved profile/resume data plus AI to understand form fields — not exactly \"voice,\" more \"AI autofill,\" but they solve the same underlying pain (typing the same info over and over):\n\n- **Filliny** — Chrome extension focused on job applications, checkout forms, and surveys. It reads what a field is ac",
      "sentiment": {
        "label": "positive",
        "confidence": "high"
      },
      "region": null,
      "tag": null
    },
    {
      "queryId": "Q2",
      "queryText": "top one-shot voice form filling services for e-commerce",
      "provider": "anthropic",
      "mention": "yes",
      "position": null,
      "citationCount": 14,
      "canonicalCitations": [
        "https://typelessform.com/",
        "https://www.npmjs.com/package/typelessform-widget",
        "https://dev.to/alex-isa/i-built-a-voice-widget-that-fills-any-html-form-heres-how-5cdg",
        "https://anveforms.com/",
        "https://anvevoice.app/",
        "https://anvevoice.app/landing/voice-ai-ecommerce",
        "https://form2agent.freeportmetrics.com/",
        "https://github.com/fmtops/form2agent-ai-react",
        "https://www.talktoform.ai/",
        "https://docs.voiceb.ai/blog/from-click-to-checkout-guided-by-ai-voice-closed-without-a-human",
        "https://www.jotform.com/ai/agents/announcing-jotform-ai-agents/",
        "https://www.jotform.com/help/ai-agents/",
        "https://outcraft.ai/blog/best-voice-ai-tools",
        "https://fluentforms.com/ai-form-builder/"
      ],
      "competitors": [
        "AnveForms",
        "Form2Agent AI",
        "TalkToForm.ai"
      ],
      "responseQuality": "rich",
      "hasBrandInCitations": true,
      "responseExcerpt": "# Top One-Shot Voice Form Filling Services for E-Commerce\n\n\"One-shot\" voice form filling is a fairly specific pattern: the shopper speaks **one natural sentence** (\"My name is Sarah Chen, ship to 12 Rue de Rivoli, Paris, email sarah@chen.com\") and the tool parses that single utterance and populates **every matching field at once** — name, email, address, phone, etc. — instead of making the user answer field-by-field or go through a back-and-forth chat. That's different from \"conversational\" voice agents (which ask one question at a time) and from outbound phone-call cart-recovery bots (which call the shopper after they've already abandoned checkout). I checked live product pages for each of these so I could separate genuine one-shot tools from the conversational and call-based ones that often get lumped into the same \"voice AI for ecommerce\" searches.\n\n## Actual one-shot form-fill tools\n\n**TypelessForm** (typelessform.com) — the most explicitly \"one-shot\" of the group; it's literally built and marketed around that exact term. It's a drop-in JavaScript widget (one `<script>` tag, no backend changes) that adds a mic button to any existing HTML form. Speech goes through OpenAI Whisper for transcription and GPT-4o maps the extracted data to the right fields, claiming ~96% field-mapping accuracy and sub-3-second processing. Supports 25+ languages, works with React/Vue/Angular/Next.js/Nuxt/WordPress/plain HTML, and explicitly excludes sensitive fields (passwords, card numbers, SSNs",
      "sentiment": {
        "label": "positive",
        "confidence": "high"
      },
      "region": null,
      "tag": null
    },
    {
      "queryId": "Q3",
      "queryText": "multilingual voice form filling for international websites",
      "provider": "anthropic",
      "mention": "yes",
      "position": null,
      "citationCount": 13,
      "canonicalCitations": [
        "https://typelessform.com/blog/best-ai-form-filling-tools-2026/",
        "https://anveforms.com/best-of/best-multilingual-form-builder-2026/",
        "https://www.jotform.com/widgets/voice-recording-and-ai-follow-ups-by-voiceform",
        "https://www.jotform.com/ai/features/create-forms-by-speaking/",
        "https://www.speechmatics.com/how-we-compare/assemblyai-alternative",
        "https://deepgram.com/learn/deepgram-vs-speechmatics-vs-assemblyai",
        "https://futureagi.com/blog/speech-to-text-apis-in-2026-benchmarks-pricing-developer-s-decision-guide/",
        "https://docs.cloud.google.com/speech-to-text/docs/models/chirp-3",
        "https://docs.cloud.google.com/speech-to-text/docs/multiple-languages",
        "https://learn.microsoft.com/en-us/azure/ai-services/speech-service/language-identification",
        "https://developer.mozilla.org/en-US/docs/Web/API/Web_Speech_API",
        "https://textintoaudio.com/browser-support",
        "https://techcrunch.com/2023/09/20/roblox-acquires-voice-moderation-startup-speechly/"
      ],
      "competitors": [
        "AnveVoice",
        "Jotform AI",
        "Voiceform",
        "Say2Form",
        "vForm",
        "DodoForm"
      ],
      "responseQuality": "rich",
      "hasBrandInCitations": true,
      "responseExcerpt": "# Multilingual Voice Form Filling for International Websites\n\nThere are really two different problems hiding under this question, and which one you have determines the whole shopping list:\n\n1. **\"I already have HTML forms on my site and want visitors to fill them by speaking, in whatever language they speak\"** → you want a drop-in widget.\n2. **\"I'm building a voice interface and need the underlying speech engine myself\"** → you want a speech-to-text API plus a layer that maps the transcript to form fields.\n\n## Path 1: Drop-in widgets (no engineering, works on your existing forms)\n\n**TypelessForm** is a small JS widget you add via a single script tag to an existing HTML form. It auto-detects your form's fields, and a visitor speaks one sentence in their own language to fill the whole thing — including *cross-language* filling (someone speaks Spanish, the form's underlying fields populate correctly even if the form itself is in English). It's positioned around 25+ languages, free pilot (~200 fills), then paid tiers roughly $29–199/month. Worth noting: this claim comes from TypelessForm's own comparison post, so treat the specific language count and pricing as vendor-stated and verify on their pricing page before committing.\n\n**AnveVoice (Anve Voice Forms)** takes a broader \"site-wide voice agent\" approach — not just form filling but also navigation and checkout actions — and claims browser-native voice across 50+ languages with WCAG 2.1 AA accessibility certification, which mat",
      "sentiment": {
        "label": "positive",
        "confidence": "high"
      },
      "region": null,
      "tag": null
    },
    {
      "queryId": "Q1",
      "queryText": "best voice form filling tools 2026",
      "provider": "perplexity",
      "mention": "yes",
      "position": null,
      "citationCount": 10,
      "canonicalCitations": [
        "https://typelessform.com/blog/best-ai-form-filling-tools-2026/",
        "https://typelessform.com/blog/one-shot-voice-form-filling-ecommerce-2026/",
        "https://typelessform.com/blog/best-form-filling-tools-accessibility-2026/",
        "https://anvevoice.app/best/best-conversational-form-builders-2026",
        "https://anvevoice.app/features/form-filling",
        "https://anvevoice.app/use-cases/form-filling",
        "https://anvevoice.app/best/best-ai-form-builder-for-saas-2026",
        "https://www.opentypeless.com/en/blog/best-voice-input-apps-2026",
        "https://anvevoice.app/faq/best-voice-ai-for-intake-forms",
        "https://anvevoice.app/how-to/automate-form-filling-home-services"
      ],
      "competitors": [],
      "responseQuality": "rich",
      "hasBrandInCitations": true,
      "responseExcerpt": "best voice form filling tools 2026\nThe best voice form-filling tools in 2026 fall into three practical categories: one-shot widgets\nthat let users speak once to fill an existing form, agentic voice assistants that can navigate and\ncomplete multi-step forms, and conversational form builders that replace traditional forms\nwith voice-first interviews. [1] [2]\n\nTop tools by category\n       Tool                     Best for                   Voice approach                          Notes\n\n                   Adding voice to existing\n                                                       One-shot in-page          Free pilot; from $29/mo; strong for\n  TypelessForm     checkout/lead forms\n                                                       widget                    accessibility (WCAG/EAA) [1] [2] [3]\n                   (e‑commerce, SaaS)\n\n                   End-to-end voice automation                                   Supports 50+ languages, sub‑500ms\n                                                       Agentic DOM actions\n  AnveVoice        across a site (multi-page, multi-                             latency; generous free tier (50K tokens)\n                                                       (navigate, click, fill)   [4] [5] [6] [7]\n                   step)\n\n                   Building new intake flows where                               Good for surveys, onboarding, and\n                                                       Conversational form\n  Say2Form         respondents",
      "sentiment": {
        "label": "positive",
        "confidence": "high"
      },
      "region": null,
      "tag": null
    },
    {
      "queryId": "Q2",
      "queryText": "top one-shot voice form filling services for e-commerce",
      "provider": "perplexity",
      "mention": "yes",
      "position": null,
      "citationCount": 34,
      "canonicalCitations": [
        "https://typelessform.com/blog/best-ai-form-filling-tools-2026/",
        "https://typelessform.com/blog/one-shot-voice-form-filling-ecommerce-2026/",
        "https://typelessform.com/blog/best-form-filling-tools-accessibility-2026/",
        "https://anvevoice.app/best/best-conversational-form-builders-2026",
        "https://anvevoice.app/features/form-filling",
        "https://anvevoice.app/use-cases/form-filling",
        "https://www.linkedin.com/posts/morteza-tawakuli-904818170_buildinpublic-ai-accessibility-activity-74925189111674",
        "https://anvevoice.app/best/best-ai-form-builder-for-saas-2026",
        "https://www.sobot.io/blog/top-ai-voice-agent-platforms-for-retail-2026/",
        "https://murf.ai/blog/best-ai-voice-agent-services-for-businesses",
        "https://www.sobot.io/blog/ai-voice-agents-ecommerce-customer-support-compared-2026/",
        "https://www.sobot.io/blog/customer-service-ai-agent-platforms-ecommerce-2026/",
        "https://www.11x.ai/guides/ai-voice-agents-calling-back-form",
        "https://www.cloudtalk.io/blog/best-ai-voice-agents/",
        "https://www.cloudtalk.io/blog/best-ai-voice-agents-for-ecommerce/",
        "https://www.esferasoft.com/blog/how-ai-voice-agents-are-transforming-the-ecommerce-experience",
        "https://vomyra.com/blogs/best-ai-voice-agent-platforms-india",
        "https://github.com/FireRedTeam/FireRedTTS3",
        "https://markets.businessinsider.com/news/stocks/will-this-be-the-end-of-contact-us-forms-thepowerlabs-ai-launches-",
        "https://mastra.ai/articles/best-ai-voice-tools",
        "https://harshith-nayaka-l-portfolio.vercel.app/work/craftconnect",
        "https://www.cryptopolitan.com/ru/best-ai-voice-agent-platforms-in-2026-8-options-for-builders-and-businesses/",
        "https://chatarmin.com/en/blog/ai-voice-agent",
        "https://www.thenews.com.pk/latest/1413191-stripe-predicts-the-end-of-the-online-checkout-page",
        "https://www.youtube.com/watch?v=wtSuUt7e6Ic",
        "https://note.com/r_k_t/n/nebabc2e20e6c?hl=en",
        "https://higgsfield.ai/blog/ai-ecommerce-ads-2026",
        "https://www.youtube.com/watch?v=vBPJx2iQWhg",
        "https://moras.ai/blog/ai-commerce-agent-ecommerce",
        "https://www.thareja.ai/alternatives/jotform-ai-chatbot-review-2026-features-pricing-pros-cons"
      ],
      "competitors": [
        "AnveVoice",
        "Say2Form",
        "vForm",
        "DodoForm"
      ],
      "responseQuality": "rich",
      "hasBrandInCitations": true,
      "responseExcerpt": "top one-shot voice form filling services for e-\ncommerce\nFor e‑commerce, the leading one‑shot voice form‑filling services in 2026 are those that let a\nshopper speak once on a checkout/lead page and have all relevant fields populated\nautomatically, without a multi‑turn interview. [1] [2]\n\nTop one‑shot services for e‑commerce\n        Service                  How it works                     Best fit in e‑com                    Pricing / notes\n                       In‑page widget that converts a       Checkout, quote, and lead        From $29/mo; free pilot;\n                       single spoken sentence into          forms where you want             explicitly positioned for\n  TypelessForm\n                       structured data and fills            minimal friction and strong      e‑commerce one‑shot use.\n                       multiple fields at once.             accessibility (WCAG/EAA).        [1] [2] [3]\n\n\n                       Voice input mapped to existing       Brands that may start with\n                                                                                             Generous free tier (50K\n  AnveVoice            form fields; can also run in         one‑shot on key pages and\n                                                                                             tokens); sub‑500ms latency;\n  (one‑shot mode)      agentic mode for multi‑step          later expand to full voice\n                                                                                ",
      "sentiment": {
        "label": "positive",
        "confidence": "high"
      },
      "region": null,
      "tag": null
    },
    {
      "queryId": "Q3",
      "queryText": "multilingual voice form filling for international websites",
      "provider": "perplexity",
      "mention": "no",
      "position": null,
      "citationCount": 17,
      "canonicalCitations": [
        "https://aitoolsatlas.ai/tools/anvevoice/pros-cons",
        "https://anvevoice.app/languages/arabic",
        "https://anvevoice.app/features/voice-ai-multilingual-detection",
        "https://www.ask-bennett.com/multilingual-voice-assistant",
        "https://www.linkedin.com/posts/chatlab_spring-and-summer-2026-has-been-chatlabs-activity-7490085778652565504",
        "https://dialnexa.com/blogs/7-best-ai-voice-agents-in-india-for-businesses-2026/",
        "https://dialnexa.com/blogs/voice-ai-platforms/",
        "https://vomyra.com/blogs/best-no-code-ai-voice-agent-builders-for-indian-smbs-in-2026",
        "https://anvevoice.app/features/form-filling",
        "https://anvevoice.app/use-cases/form-filling",
        "https://www.nice.com/ai-voice-agents/multilingual-ai-voice-agents",
        "https://www.awaaz.ai/blog/multilingual-ai-voice-assistant-platforms",
        "https://blink.new/p/voicegov-ai-app-0vqwvn5p",
        "https://www.dictationdatabase.com/categories/general-dictation",
        "https://www.linkedin.com/posts/callevate-ai_callevate-smartservice-voiceagent-activity-7496500701112467456-QYo3",
        "https://www.cloudtalk.io/blog/best-ai-voice-agents-for-ecommerce/",
        "https://www.linkedin.com/posts/morteza-tawakuli-904818170_buildinpublic-ai-accessibility-activity-74925189111674"
      ],
      "competitors": [
        "AnveVoice",
        "Ask Bennett",
        "ChatLab",
        "Vomyra",
        "DialNexa"
      ],
      "responseQuality": "rich",
      "hasBrandInCitations": false,
      "responseExcerpt": "multilingual voice form filling for international\nwebsites\nFor international websites, the strongest multilingual voice form‑filling options in 2026 are\nplatforms that combine automatic language detection, 50+ language coverage, and the ability\nto map spoken answers directly to form fields (or run fully voice‑driven flows). [1] [2] [3]\n\nLeading multilingual voice form‑filling platforms\n     Platform           Language coverage                  How it handles forms               Best fit for international sites\n                                                     Can fill existing forms by\n                                                                                            Global e‑commerce, SaaS, and\n                   50+ languages with                mapping speech to fields, and also\n                                                                                            lead‑gen sites that need one\n                   automatic detection; no           perform agentic DOM actions\n  AnveVoice                                                                                 solution across many locales and\n                   manual language selector          (navigate pages, click buttons,\n                                                                                            may later expand from simple\n                   needed. [1] [2] [3]               complete multi‑step workflows)\n                                                                              ",
      "sentiment": null,
      "region": null,
      "tag": null
    }
  ],
  "topCompetitors": [
    {
      "name": "AnveVoice",
      "mentionCount": 5,
      "verified": true
    },
    {
      "name": "Say2Form",
      "mentionCount": 4,
      "verified": true
    },
    {
      "name": "vForm",
      "mentionCount": 3,
      "verified": true
    },
    {
      "name": "Voiceform",
      "mentionCount": 2,
      "verified": true
    },
    {
      "name": "Anve Voice Forms",
      "mentionCount": 2,
      "verified": true
    },
    {
      "name": "DodoForm",
      "mentionCount": 2,
      "verified": true
    },
    {
      "name": "Fillout",
      "mentionCount": 1,
      "verified": true
    },
    {
      "name": "Kizeo Forms",
      "mentionCount": 1,
      "verified": true
    }
  ],
  "topCanonicalSources": [
    {
      "url": "https://typelessform.com/",
      "count": 6
    },
    {
      "url": "https://typelessform.com/blog/best-ai-form-filling-tools-2026",
      "count": 5
    },
    {
      "url": "https://typelessform.com/blog/one-shot-voice-form-filling-ecommerce-2026",
      "count": 3
    },
    {
      "url": "https://anvevoice.app/features/form-filling",
      "count": 3
    },
    {
      "url": "https://anvevoice.app/use-cases/form-filling",
      "count": 3
    },
    {
      "url": "https://voiceform.com/",
      "count": 2
    },
    {
      "url": "https://youtube.com/",
      "count": 2
    },
    {
      "url": "https://anveforms.com/",
      "count": 2
    },
    {
      "url": "https://anvevoice.app/",
      "count": 2
    },
    {
      "url": "https://typelessform.com/blog/best-form-filling-tools-accessibility-2026",
      "count": 2
    }
  ],
  "topCitationDomains": [
    {
      "host": "anvevoice.app",
      "count": 17,
      "share": 0.11805555555555555,
      "category": "Voice-enabled application software",
      "onCategory": true
    },
    {
      "host": "typelessform.com",
      "count": 16,
      "share": 0.1111111111111111,
      "category": "AI-powered voice-to-form SaaS",
      "onCategory": true
    },
    {
      "host": "jotform.com",
      "count": 6,
      "share": 0.041666666666666664,
      "category": null,
      "onCategory": null
    },
    {
      "host": "youtube.com",
      "count": 5,
      "share": 0.034722222222222224,
      "category": "Video hosting and social media platform",
      "onCategory": true
    },
    {
      "host": "anveforms.com",
      "count": 5,
      "share": 0.034722222222222224,
      "category": "Digital form and data collection software",
      "onCategory": true
    },
    {
      "host": "linkedin.com",
      "count": 4,
      "share": 0.027777777777777776,
      "category": "Professional social networking platform",
      "onCategory": true
    },
    {
      "host": "support.microsoft.com",
      "count": 3,
      "share": 0.020833333333333332,
      "category": null,
      "onCategory": null
    },
    {
      "host": "sobot.io",
      "count": 3,
      "share": 0.020833333333333332,
      "category": null,
      "onCategory": null
    },
    {
      "host": "cloudtalk.io",
      "count": 3,
      "share": 0.020833333333333332,
      "category": "Cloud-based telephony and communications SaaS",
      "onCategory": true
    },
    {
      "host": "voiceform.com",
      "count": 2,
      "share": 0.013888888888888888,
      "category": "Voice-based survey and data collection platform",
      "onCategory": true
    }
  ],
  "recommendations": [
    {
      "kind": "gap",
      "priority": "high",
      "engines": [
        "gemini",
        "perplexity"
      ],
      "title": "Create dedicated multilingual voice form filling page",
      "detail": "Create a page at typelessform.com/multilingual-voice-form-filling targeting the missing Gemini and Perplexity query. Explicitly detail the technical implementation for 'international websites' and list all 25+ supported languages to feed LLM entity extractors."
    },
    {
      "kind": "compete",
      "priority": "high",
      "engines": [],
      "title": "Publish self-hosted 2026 voice tool comparison",
      "detail": "Counter AnveVoice's dominance in listicles by publishing typelessform.com/best/voice-form-filling-tools-2026. Format this page with structured tables comparing Typelessform, AnveVoice, Say2Form, and vForm to capture LLM aggregator citations."
    },
    {
      "kind": "compete",
      "priority": "med",
      "engines": [],
      "title": "Publish optimized YouTube demo for multilingual filling",
      "detail": "Since YouTube is a top cited source, upload a video titled 'Multilingual Voice Form Filling for International Websites'. Include a complete text transcript in the description detailing how Typelessform solves multilingual HTML form filling to capture video search citations."
    }
  ],
  "ads": {
    "cellsScanned": 12,
    "cellsWithAd": 0,
    "byProvider": {}
  },
  "crawl": {
    "hasRobotsTxt": true,
    "hasLlmsTxt": true,
    "hasSitemap": true,
    "sitemapUrlCount": 32,
    "totalBots": 12,
    "allowedCount": 12,
    "blockedCount": 0,
    "bots": [
      {
        "name": "GPTBot",
        "status": "allowed"
      },
      {
        "name": "OAI-SearchBot",
        "status": "allowed"
      },
      {
        "name": "ChatGPT-User",
        "status": "allowed"
      },
      {
        "name": "Google-Extended",
        "status": "allowed"
      },
      {
        "name": "GoogleOther",
        "status": "allowed"
      },
      {
        "name": "ClaudeBot",
        "status": "allowed"
      },
      {
        "name": "Claude-Web",
        "status": "allowed"
      },
      {
        "name": "anthropic-ai",
        "status": "allowed"
      },
      {
        "name": "PerplexityBot",
        "status": "allowed"
      },
      {
        "name": "Perplexity-User",
        "status": "allowed"
      },
      {
        "name": "CCBot (CommonCrawl)",
        "status": "allowed"
      },
      {
        "name": "Bytespider",
        "status": "allowed"
      }
    ]
  },
  "authority": {
    "wikipedia": {
      "found": false,
      "type": null,
      "lastModified": null
    },
    "reddit": {
      "found": false,
      "mentionCount": 0,
      "topSubreddits": []
    },
    "profile": {
      "type": "default",
      "extras": []
    }
  },
  "topics": [
    {
      "topic": "filling",
      "queryIds": [
        "Q3",
        "Q1",
        "Q2"
      ],
      "hits": 10,
      "total": 12,
      "rate": 83
    }
  ],
  "basket": {
    "version": 1,
    "queriesAddedSince": "2026-05-18",
    "trendCutoff": "2026-05-18",
    "totalQueries": 3,
    "kind": "initial",
    "kindNote": null
  },
  "pageSignals": {
    "domain": "typelessform.com",
    "fetchedAt": "2026-09-02T07:28:13.833Z",
    "headings": {
      "h1Count": 1,
      "h2Count": 11,
      "h1Samples": [
        "TypelessForm — One-Shot Voice Form Filling Widget"
      ]
    },
    "answerCapsules": {
      "totalH2": 11,
      "withCapsule": 10,
      "coverage": 91
    },
    "schemaOrg": {
      "blockCount": 10,
      "types": [
        "Organization",
        "SoftwareApplication",
        "FAQPage",
        "HowTo",
        "Product",
        "DefinedTerm",
        "WebApplication",
        "SoftwareSourceCode",
        "VideoObject",
        "BreadcrumbList"
      ],
      "hasOrganization": true,
      "hasFaqPage": true,
      "hasBreadcrumb": true,
      "hasPerson": false,
      "hasArticle": false
    },
    "faq": {
      "schemaCount": 8,
      "heuristicCount": 8,
      "total": 8
    }
  },
  "entityGraph": {
    "domain": "typelessform.com",
    "sameAsCount": 4,
    "edges": [
      {
        "url": "https://github.com/webappski/typelessform-widget",
        "platform": "github",
        "host": "github.com",
        "status": "reciprocates",
        "confidence": "high"
      },
      {
        "url": "https://www.producthunt.com/products/typelessform",
        "platform": "producthunt",
        "host": "producthunt.com",
        "status": "reciprocates",
        "confidence": "high"
      },
      {
        "url": "https://typelessity.com",
        "platform": "typelessity.com",
        "host": "typelessity.com",
        "status": "reciprocates",
        "confidence": "high"
      },
      {
        "url": "https://typelessform.com/blog/what-is-voice-form-filling",
        "platform": "typelessform.com",
        "host": "typelessform.com",
        "status": "reciprocates",
        "confidence": "high"
      }
    ],
    "summary": {
      "reciprocates": 4,
      "oneWay": 0,
      "unreachable": 0,
      "verifiedHost": 0,
      "brokenLink": 0,
      "reciprocityRate": 100
    }
  },
  "competitorPricing": [
    {
      "name": "AnveVoice",
      "domain": "anvevoice.app",
      "tier": "free",
      "entryPrice": 0,
      "confidence": "med",
      "pricingSource": "heuristic"
    },
    {
      "name": "Say2Form",
      "domain": "say2form.com",
      "tier": "free",
      "entryPrice": 0,
      "confidence": "med",
      "pricingSource": "heuristic"
    },
    {
      "name": "vForm",
      "domain": null,
      "tier": "unknown",
      "entryPrice": null,
      "confidence": "low",
      "pricingSource": null
    },
    {
      "name": "Voiceform",
      "domain": "voiceform.com",
      "tier": "free",
      "entryPrice": 0,
      "confidence": "med",
      "pricingSource": "heuristic"
    },
    {
      "name": "Anve Voice Forms",
      "domain": "voiceform.com",
      "tier": "free",
      "entryPrice": 0,
      "confidence": "med",
      "pricingSource": "heuristic"
    }
  ],
  "regionContext": null,
  "responseFreshness": {
    "overall": "fresh",
    "counts": {
      "fresh": 11,
      "stale": 0,
      "unknown": 1,
      "total": 12
    },
    "perProvider": {
      "openai": {
        "fresh": 3,
        "stale": 0,
        "unknown": 0,
        "total": 3,
        "latestYear": null,
        "verdict": "fresh"
      },
      "gemini": {
        "fresh": 2,
        "stale": 0,
        "unknown": 1,
        "total": 3,
        "latestYear": null,
        "verdict": "fresh"
      },
      "anthropic": {
        "fresh": 3,
        "stale": 0,
        "unknown": 0,
        "total": 3,
        "latestYear": null,
        "verdict": "fresh"
      },
      "perplexity": {
        "fresh": 3,
        "stale": 0,
        "unknown": 0,
        "total": 3,
        "latestYear": null,
        "verdict": "fresh"
      }
    },
    "perCell": [
      {
        "provider": "openai",
        "freshness": "fresh",
        "confidence": "high",
        "latestYearMentioned": null,
        "usedWebSearch": true
      },
      {
        "provider": "gemini",
        "freshness": "unknown",
        "confidence": "low",
        "latestYearMentioned": null,
        "usedWebSearch": false
      },
      {
        "provider": "gemini",
        "freshness": "fresh",
        "confidence": "high",
        "latestYearMentioned": null,
        "usedWebSearch": true
      },
      {
        "provider": "openai",
        "freshness": "fresh",
        "confidence": "high",
        "latestYearMentioned": null,
        "usedWebSearch": true
      },
      {
        "provider": "openai",
        "freshness": "fresh",
        "confidence": "high",
        "latestYearMentioned": null,
        "usedWebSearch": true
      },
      {
        "provider": "gemini",
        "freshness": "fresh",
        "confidence": "high",
        "latestYearMentioned": null,
        "usedWebSearch": true
      },
      {
        "provider": "anthropic",
        "freshness": "fresh",
        "confidence": "high",
        "latestYearMentioned": null,
        "usedWebSearch": true
      },
      {
        "provider": "anthropic",
        "freshness": "fresh",
        "confidence": "high",
        "latestYearMentioned": null,
        "usedWebSearch": true
      },
      {
        "provider": "anthropic",
        "freshness": "fresh",
        "confidence": "high",
        "latestYearMentioned": null,
        "usedWebSearch": true
      },
      {
        "provider": "perplexity",
        "freshness": "fresh",
        "confidence": "high",
        "latestYearMentioned": null,
        "usedWebSearch": true
      },
      {
        "provider": "perplexity",
        "freshness": "fresh",
        "confidence": "high",
        "latestYearMentioned": null,
        "usedWebSearch": true
      },
      {
        "provider": "perplexity",
        "freshness": "fresh",
        "confidence": "high",
        "latestYearMentioned": null,
        "usedWebSearch": true
      }
    ]
  },
  "comparison": {
    "schema": 1,
    "runCount": 10,
    "expectedCells": 12,
    "runs": [
      {
        "date": "2026-04-23",
        "index": 1,
        "cells": 12,
        "partial": false,
        "score": 33
      },
      {
        "date": "2026-05-13",
        "index": 2,
        "cells": 12,
        "partial": false,
        "score": 42
      },
      {
        "date": "2026-05-18",
        "index": 3,
        "cells": 12,
        "partial": false,
        "score": 42
      },
      {
        "date": "2026-05-25",
        "index": 4,
        "cells": 12,
        "partial": false,
        "score": 58
      },
      {
        "date": "2026-06-10",
        "index": 5,
        "cells": 9,
        "partial": true,
        "score": 100
      },
      {
        "date": "2026-06-11",
        "index": 6,
        "cells": 12,
        "partial": false,
        "score": 83
      },
      {
        "date": "2026-07-11",
        "index": 7,
        "cells": 12,
        "partial": false,
        "score": 100
      },
      {
        "date": "2026-08-13",
        "index": 8,
        "cells": 12,
        "partial": false,
        "score": 92
      },
      {
        "date": "2026-09-01",
        "index": 9,
        "cells": 12,
        "partial": false,
        "score": 50
      },
      {
        "date": "2026-09-02",
        "index": 10,
        "cells": 12,
        "partial": false,
        "score": 83
      }
    ],
    "capabilities": {
      "chips": true,
      "baselineCaption": true,
      "shapes": true,
      "whereToAct": true,
      "trendLanguage": true,
      "noiseTest": true,
      "dotWindow": null,
      "labelEvery": 2
    },
    "metrics": [
      {
        "id": "index",
        "label": "Visibility index",
        "unit": "points",
        "unitLabel": "points",
        "weight": null,
        "higherIsBetter": true,
        "current": 83,
        "prev": 50,
        "first": 33,
        "deltaPrev": 33,
        "deltaFirst": 50,
        "tone": "good",
        "isMover": true,
        "isSignificant": true,
        "history": [
          33,
          42,
          42,
          58,
          100,
          83,
          100,
          92,
          50,
          83
        ]
      },
      {
        "id": "presence",
        "label": "Answers naming or citing you",
        "unit": "count",
        "unitLabel": "answers",
        "weight": null,
        "higherIsBetter": true,
        "current": 10,
        "prev": 6,
        "first": 4,
        "deltaPrev": 4,
        "deltaFirst": 6,
        "tone": "good",
        "isMover": true,
        "isSignificant": true,
        "history": [
          4,
          5,
          5,
          7,
          9,
          10,
          12,
          11,
          6,
          10
        ]
      },
      {
        "id": "competitors",
        "label": "Rival tools named",
        "unit": "count",
        "unitLabel": "tools",
        "weight": null,
        "higherIsBetter": false,
        "current": 8,
        "prev": 8,
        "first": 8,
        "deltaPrev": 0,
        "deltaFirst": 0,
        "tone": "flat",
        "isMover": false,
        "isSignificant": false,
        "history": [
          8,
          8,
          8,
          8,
          8,
          8,
          4,
          7,
          8,
          8
        ]
      },
      {
        "id": "own-citations",
        "label": "Citations to your own pages",
        "unit": "count",
        "unitLabel": "citations",
        "weight": null,
        "higherIsBetter": true,
        "current": 16,
        "prev": 13,
        "first": 2,
        "deltaPrev": 3,
        "deltaFirst": 14,
        "tone": "good",
        "isMover": true,
        "isSignificant": true,
        "history": [
          2,
          5,
          4,
          5,
          9,
          9,
          24,
          25,
          13,
          16
        ]
      },
      {
        "id": "hosts",
        "label": "Hosts cited",
        "unit": "count",
        "unitLabel": "hosts",
        "weight": null,
        "higherIsBetter": true,
        "current": 82,
        "prev": 78,
        "first": 74,
        "deltaPrev": 4,
        "deltaFirst": 8,
        "tone": "good",
        "isMover": true,
        "isSignificant": true,
        "history": [
          74,
          36,
          84,
          107,
          75,
          70,
          88,
          75,
          78,
          82
        ]
      },
      {
        "id": "capsules",
        "label": "Answer-capsule coverage",
        "unit": "points",
        "unitLabel": "pp",
        "weight": null,
        "higherIsBetter": true,
        "current": 91,
        "prev": 91,
        "first": 18,
        "deltaPrev": 0,
        "deltaFirst": 73,
        "tone": "flat",
        "isMover": false,
        "isSignificant": false,
        "history": [
          18,
          11,
          11,
          11,
          null,
          10,
          18,
          9,
          91,
          91
        ]
      }
    ],
    "axes": [
      {
        "key": "presence",
        "label": "Presence",
        "weight": 0.35,
        "appliedWeight": 0.35,
        "contribution": 29.049999999999997,
        "present": true,
        "value": 83,
        "delta": 33,
        "coverAllowed": true,
        "coverReason": null,
        "sampleN": 12,
        "sampleDenominator": 12,
        "history": [
          33,
          42,
          42,
          58,
          100,
          83,
          100,
          92,
          50,
          83
        ]
      },
      {
        "key": "sentiment",
        "label": "Sentiment",
        "weight": 0.25,
        "appliedWeight": 0.25,
        "contribution": 23.75,
        "present": true,
        "value": 95,
        "delta": null,
        "coverAllowed": false,
        "coverReason": "below-floor",
        "sampleN": 10,
        "sampleDenominator": 12,
        "history": [
          null,
          100,
          100,
          93,
          100,
          90,
          92,
          80,
          100,
          95
        ]
      },
      {
        "key": "rank",
        "label": "Rank",
        "weight": 0.2,
        "appliedWeight": 0.2,
        "contribution": 13.4,
        "present": true,
        "value": 67,
        "delta": null,
        "coverAllowed": false,
        "coverReason": "below-floor",
        "sampleN": 10,
        "sampleDenominator": 12,
        "history": [
          100,
          null,
          85,
          null,
          null,
          100,
          72,
          83,
          80,
          67
        ]
      },
      {
        "key": "citation",
        "label": "Citation",
        "weight": 0.2,
        "appliedWeight": 0.2,
        "contribution": 16.6,
        "present": true,
        "value": 83,
        "delta": 33,
        "coverAllowed": true,
        "coverReason": null,
        "sampleN": 12,
        "sampleDenominator": 12,
        "history": [
          17,
          42,
          33,
          42,
          100,
          75,
          100,
          92,
          50,
          83
        ]
      }
    ],
    "headlineMover": {
      "id": "axis-presence",
      "label": "Presence",
      "deltaPrev": 33,
      "unitLabel": "pp"
    },
    "engines": {
      "now": {
        "full": 2,
        "total": 4
      },
      "prev": {
        "full": 1,
        "total": 4
      }
    },
    "answers": [
      {
        "queryId": "Q3",
        "provider": "openai",
        "states": [
          "absent",
          "named",
          "absent",
          "absent",
          "named",
          "named",
          "named",
          "named",
          "absent",
          "named"
        ],
        "verdict": "gained",
        "record": {
          "measured": 10,
          "totalRuns": 10,
          "visibleCount": 6,
          "flips": 5,
          "held": null,
          "streak": 1,
          "startDate": "2026-09-02",
          "kind": "volatile"
        },
        "textDrift": {
          "runs": [
            1,
            2,
            3,
            4
          ],
          "settledAt": "2026-06-10"
        }
      },
      {
        "queryId": "Q3",
        "provider": "gemini",
        "states": [
          "named",
          "named",
          "named",
          "named",
          "named",
          "named",
          "named",
          "absent",
          "absent",
          "absent"
        ],
        "verdict": "never",
        "record": {
          "measured": 10,
          "totalRuns": 10,
          "visibleCount": 7,
          "flips": 1,
          "held": 0,
          "streak": null,
          "startDate": null,
          "kind": "never-appeared"
        },
        "textDrift": {
          "runs": [
            1,
            2,
            3,
            4
          ],
          "settledAt": "2026-06-10"
        }
      },
      {
        "queryId": "Q1",
        "provider": "gemini",
        "states": [
          "absent",
          "named",
          "absent",
          "named",
          "named",
          "named",
          "named",
          "named",
          "absent",
          "named"
        ],
        "verdict": "gained",
        "record": {
          "measured": 10,
          "totalRuns": 10,
          "visibleCount": 7,
          "flips": 5,
          "held": null,
          "streak": 1,
          "startDate": "2026-09-02",
          "kind": "volatile"
        },
        "textDrift": {
          "runs": [
            1,
            2,
            3
          ],
          "settledAt": "2026-05-25"
        }
      },
      {
        "queryId": "Q2",
        "provider": "openai",
        "states": [
          "absent",
          "named",
          "named",
          "named",
          "named",
          "named",
          "named",
          "named",
          "absent",
          "named"
        ],
        "verdict": "gained",
        "record": {
          "measured": 10,
          "totalRuns": 10,
          "visibleCount": 8,
          "flips": 3,
          "held": null,
          "streak": 1,
          "startDate": "2026-09-02",
          "kind": "volatile"
        },
        "textDrift": {
          "runs": [
            1,
            2
          ],
          "settledAt": "2026-05-18"
        }
      },
      {
        "queryId": "Q1",
        "provider": "openai",
        "states": [
          "named",
          "named",
          "named",
          "named",
          "named",
          "named",
          "named",
          "named",
          "absent",
          "named"
        ],
        "verdict": "gained",
        "record": {
          "measured": 10,
          "totalRuns": 10,
          "visibleCount": 9,
          "flips": 2,
          "held": null,
          "streak": 1,
          "startDate": "2026-09-02",
          "kind": "named-since"
        },
        "textDrift": {
          "runs": [
            1,
            2
          ],
          "settledAt": "2026-05-18"
        }
      },
      {
        "queryId": "Q2",
        "provider": "gemini",
        "states": [
          "absent",
          "absent",
          "absent",
          "named",
          "named",
          "named",
          "named",
          "named",
          "named",
          "named"
        ],
        "verdict": "held",
        "record": {
          "measured": 10,
          "totalRuns": 10,
          "visibleCount": 7,
          "flips": 1,
          "held": null,
          "streak": 7,
          "startDate": "2026-05-25",
          "kind": "named-since"
        },
        "textDrift": {
          "runs": [
            1,
            2,
            3
          ],
          "settledAt": "2026-05-25"
        }
      },
      {
        "queryId": "Q1",
        "provider": "anthropic",
        "states": [
          "absent",
          "absent",
          "named",
          "absent",
          "named",
          "named",
          "named",
          "named",
          "named",
          "named"
        ],
        "verdict": "held",
        "record": {
          "measured": 10,
          "totalRuns": 10,
          "visibleCount": 7,
          "flips": 3,
          "held": null,
          "streak": 6,
          "startDate": "2026-06-10",
          "kind": "volatile"
        },
        "textDrift": {
          "runs": [
            1,
            2,
            3
          ],
          "settledAt": "2026-05-25"
        }
      },
      {
        "queryId": "Q2",
        "provider": "anthropic",
        "states": [
          "absent",
          "absent",
          "absent",
          "absent",
          "named",
          "named",
          "named",
          "named",
          "named",
          "named"
        ],
        "verdict": "held",
        "record": {
          "measured": 10,
          "totalRuns": 10,
          "visibleCount": 6,
          "flips": 1,
          "held": null,
          "streak": 6,
          "startDate": "2026-06-10",
          "kind": "named-since"
        },
        "textDrift": {
          "runs": [
            1,
            2,
            3
          ],
          "settledAt": "2026-05-25"
        }
      },
      {
        "queryId": "Q3",
        "provider": "anthropic",
        "states": [
          "absent",
          "absent",
          "absent",
          "absent",
          "named",
          "named",
          "cited",
          "named",
          "named",
          "named"
        ],
        "verdict": "held",
        "record": {
          "measured": 10,
          "totalRuns": 10,
          "visibleCount": 6,
          "flips": 1,
          "held": null,
          "streak": 6,
          "startDate": "2026-06-10",
          "kind": "named-since"
        },
        "textDrift": {
          "runs": [
            1,
            2,
            3,
            4
          ],
          "settledAt": "2026-06-10"
        }
      },
      {
        "queryId": "Q1",
        "provider": "perplexity",
        "states": [
          "named",
          "absent",
          "named",
          "named",
          "blank",
          "named",
          "named",
          "named",
          "named",
          "named"
        ],
        "verdict": "held",
        "record": {
          "measured": 9,
          "totalRuns": 10,
          "visibleCount": 8,
          "flips": 2,
          "held": null,
          "streak": 7,
          "startDate": "2026-05-18",
          "kind": "named-since"
        },
        "textDrift": {
          "runs": [
            1,
            2
          ],
          "settledAt": "2026-06-11"
        }
      },
      {
        "queryId": "Q2",
        "provider": "perplexity",
        "states": [
          "absent",
          "absent",
          "absent",
          "named",
          "blank",
          "absent",
          "named",
          "named",
          "named",
          "named"
        ],
        "verdict": "held",
        "record": {
          "measured": 9,
          "totalRuns": 10,
          "visibleCount": 5,
          "flips": 3,
          "held": null,
          "streak": 4,
          "startDate": "2026-07-11",
          "kind": "volatile"
        },
        "textDrift": {
          "runs": [
            1,
            2
          ],
          "settledAt": "2026-06-11"
        }
      },
      {
        "queryId": "Q3",
        "provider": "perplexity",
        "states": [
          "named",
          "absent",
          "absent",
          "absent",
          "blank",
          "absent",
          "named",
          "named",
          "absent",
          "absent"
        ],
        "verdict": "never",
        "record": {
          "measured": 9,
          "totalRuns": 10,
          "visibleCount": 3,
          "flips": 3,
          "held": 0,
          "streak": null,
          "startDate": null,
          "kind": "never-appeared"
        },
        "textDrift": {
          "runs": [
            1,
            2,
            3
          ],
          "settledAt": "2026-06-11"
        }
      }
    ],
    "pair": {
      "prevDate": "2026-09-01",
      "currDate": "2026-09-02"
    },
    "uvi": {
      "prev": 69,
      "curr": 83,
      "delta": 14
    },
    "weightBasis": {
      "changed": false,
      "axes": []
    },
    "modelChange": {
      "changed": true,
      "providers": [
        "openai"
      ],
      "explanatoryProviders": [
        "openai"
      ],
      "noLikeForLikeProviders": [
        "openai"
      ],
      "engines": [
        {
          "provider": "anthropic",
          "before": [
            "manual"
          ],
          "after": [
            "manual"
          ],
          "kind": "none",
          "strength": "none",
          "hasLikeForLike": true
        },
        {
          "provider": "gemini",
          "before": [
            "gemini-3.7-flash"
          ],
          "after": [
            "gemini-3.7-flash"
          ],
          "kind": "none",
          "strength": "none",
          "hasLikeForLike": true
        },
        {
          "provider": "openai",
          "before": [
            "gpt-5.4-mini"
          ],
          "after": [
            "gpt-5.6-luna"
          ],
          "kind": "line",
          "strength": "strong",
          "hasLikeForLike": false
        },
        {
          "provider": "perplexity",
          "before": [
            "manual"
          ],
          "after": [
            "manual"
          ],
          "kind": "none",
          "strength": "none",
          "hasLikeForLike": true
        }
      ]
    },
    "coverageChange": null,
    "counts": {
      "lost": 0,
      "held": 6,
      "gained": 4,
      "never": 2,
      "indeterminate": 0,
      "noiseSuppressed": 0,
      "lostOnChangedEngine": 0,
      "gainedOnChangedEngine": 3,
      "neverQueries": 0
    },
    "lost": [],
    "gained": [
      {
        "queryId": "Q3",
        "provider": "openai",
        "isNoise": false,
        "was": "no",
        "now": "yes"
      },
      {
        "queryId": "Q1",
        "provider": "gemini",
        "isNoise": false,
        "was": "no",
        "now": "yes"
      },
      {
        "queryId": "Q2",
        "provider": "openai",
        "isNoise": false,
        "was": "no",
        "now": "yes"
      },
      {
        "queryId": "Q1",
        "provider": "openai",
        "isNoise": false,
        "was": "no",
        "now": "yes"
      }
    ],
    "replacements": [],
    "neverHeld": [],
    "drivers": {
      "hasGenuineConditionalChange": true,
      "allMovementIsCompositional": false,
      "gainPenalisedComponents": [
        "sentiment"
      ],
      "components": [
        {
          "key": "presence",
          "label": "Presence",
          "kind": "direct",
          "prevValue": 50,
          "currValue": 83,
          "contributionDelta": 11.55,
          "likeForLike": null,
          "compositionalDelta": null,
          "isPurelyCompositional": null,
          "gainDragCount": 0
        },
        {
          "key": "sentiment",
          "label": "Sentiment",
          "kind": "conditional",
          "prevValue": 100,
          "currValue": 95,
          "contributionDelta": -1.25,
          "likeForLike": {
            "prev": 100,
            "curr": 100,
            "delta": 0,
            "cellCount": 5
          },
          "compositionalDelta": -5,
          "isPurelyCompositional": true,
          "gainDragCount": 1
        },
        {
          "key": "rank",
          "label": "Rank",
          "kind": "conditional",
          "prevValue": 80,
          "currValue": 67,
          "contributionDelta": -2.6,
          "likeForLike": {
            "prev": 1,
            "curr": 2,
            "delta": 1,
            "cellCount": 6
          },
          "compositionalDelta": -14,
          "isPurelyCompositional": false,
          "gainDragCount": 0
        },
        {
          "key": "citation",
          "label": "Citation",
          "kind": "direct",
          "prevValue": 50,
          "currValue": 83,
          "contributionDelta": 6.6,
          "likeForLike": null,
          "compositionalDelta": null,
          "isPurelyCompositional": null,
          "gainDragCount": 0
        }
      ]
    },
    "changed": [
      {
        "queryId": "Q3",
        "provider": "openai",
        "direction": "gained",
        "was": "no",
        "now": "yes"
      },
      {
        "queryId": "Q1",
        "provider": "gemini",
        "direction": "gained",
        "was": "no",
        "now": "yes"
      },
      {
        "queryId": "Q2",
        "provider": "openai",
        "direction": "gained",
        "was": "no",
        "now": "yes"
      },
      {
        "queryId": "Q1",
        "provider": "openai",
        "direction": "gained",
        "was": "no",
        "now": "yes"
      }
    ]
  },
  "utm": {
    "totalUtmCitations": 4,
    "bySource": [
      {
        "source": "openai",
        "count": 4
      }
    ],
    "byCampaign": [
      {
        "campaign": "(none)",
        "count": 4
      }
    ],
    "byEngine": [
      {
        "provider": "openai",
        "count": 4,
        "campaigns": [
          "(none)"
        ]
      }
    ]
  }
}
Route A · DIY · free

Roll your own.

Generic AI drafts your 30 missions from the JSON above. Fast, free, and unaware of the traps below.

  • Walks into account-gated platforms blind — bans become highly likely.
  • Self-promo where it isn't welcome turns into permanent reputation harm.
  • A single ban can roll your AEO progress back by months.
Free · ~60 seconds. No review, no audit, no second pair of eyes.
Route B · Curated · hand-built

Let us hand-build it.

Hand-built by our team after we review your data against each platform's rules — tracked in Mission Control, our plan dashboard.

  • Pre-flight account audit. We check whether your accounts are ready before any task is scheduled — karma, age, prior bans.
  • We route around the minefields. If a platform would ban you, we substitute one that won't.
  • Trap-aware sequencing. Irreversible moves — domain salts, deletion logs, notability flags — get skipped, not scheduled.
  • Hand-reviewed by us before it lands in your Mission Control dashboard.
  • Delivered in 1–3 business days as a clean 30-mission plan with a recommended day per mission.
Request an invoice

First 10 founding clients get a free 30-mission AEO plan (≈1–3 hours per mission, work at your pace). €129 after that.

€129 per plan · one-time, no subscription · request your invoice on the linked page.
01 Overview · what changed this run

Up 33 points on 4 answers

run of 2026-09-02 · compared with 2026-09-01
A note on the measurement

ChatGPT ran gpt-5.4-mini last time and gpt-5.6-luna this time.

Different models read the same question differently and return different lists. On ChatGPT there is no overlap at all between the two runs — not one answer was measured the same way twice, so nothing on that engine is a like-for-like comparison. So some of this run’s movement belongs to that change rather than to your visibility. It is still real and still worth acting on; it is the size of it that carries this caveat.

The change this run

ChatGPT started naming you on one question

Asked multilingual voice form filling for international websites on 2026-09-02, ChatGPT named you. Volatile — 5 changes on the record, held the last run.

ChatGPT on this question, run by run
01 04-23 02 05-13 03 05-18 04 05-25 05 06-10 06 06-11 07 07-11 08 08-13 09 09-01 10 THIS RUN 09-02
What it cost

One answer of 12 is 8.3 pp of Presence, weighted at 35% — worth 2.9 of the index.

What it took

No rival was named in this answer either — the engine answered the question without recommending any tool, which is a content gap rather than a competitor problem.

This question was reworded during the record; runs before 2026-06-10 asked a different wording of the same tracked slot. ChatGPT ran a different model than last run — part of what looks like a change of hands here is the engine itself answering differently. See the note on the measurement above.

Score over time

10 runs, 132 days

33 to 83. The shape carries the whole record, so the only number in the text is the one that changed this run.

Up 50 points since day 1.

▲ 33 pointsvs 2026-09-01

Runs marked partial on the chart measured fewer than 12 answers — their score is marked but not comparable to a full run.

RunCoverage
Run 59 of 12 answers
day 1 · 33 2026-06-10 · partial run partial 83 04-2305-1806-1007-1109-0109-02
Four axes, fixed weights

What moved the index

Presence 35% 83 ▲ 33 pp
Sentiment 25% 10 of 12 too few to score
Rank 20% 10 of 12 too few to score
Citation 20% 83 ▲ 33 pp

Presence and Citation are counted across every answer. Sentiment and Rank are only reported on the answers that carry them this run, and that population moved enough between runs that a delta would describe the population rather than your visibility — so they print coverage instead. Each bar is that axis's own score out of 100 — or, where the axis prints coverage, the share of answers it was reported on. The percentage beside each name is its fixed weight in the index, which never changes.

Where to act Biggest mover since 2026-09-01: Presence +33 pp. floor 3.0 pt on 0-100 axes · 1 unit on counts · 2 of 4 axes reportable
Top gap

No listicles in pool

0 of 4 cited domains are listicles. You're already named in 10 answers — push for inclusion in the listicle pool too.

0 of 4 listicle slots
How the index is calculated

Unified Visibility Index (UVI)

Unified Visibility Index
83 / 100
STRONG
Composite of 4 signals · sample size 12 cells
How is this calculated? (click to expand)
ComponentValueWeight appliedContribution
Presence
share of cells where brand was mentioned
83
12/12 cells
35%29.05
Sentiment
avg tone (50 = neutral)
95
n=10 high-confidence cells (of 12)
25%23.75
Rank
avg position strength when listed
67
n=10 ranked cells (of 12)
20%13.40
Citation
share of cells with brand domain in citations
83
12/12 cells
20%16.60

Sum of contributions = 82.80 · weights applied = 100% · 82.80 / 1.00 = 83 UVI.

Formula: UVI = Σ(value × applied_weight) / Σ(applied_weight), where applied weights are re-normalised over the measured components only.

ComponentScoreWeightMeaning
Presence83/10035%share of cells where brand was mentioned
Sentiment95/10025%avg tone (50 = neutral) · n=10 high-confidence cells
Rank67/10020%avg position strength when listed · n=10 (incl. 8 from prose, lower confidence)
Citation83/10020%share of cells with brand domain in citations

The UVI is a transparent composite. Use the per-component scores to spot which dimension dragged the index down: low Presence → invest in citations, low Sentiment → PR work, low Rank → competitor displacement, low Citation → site-level discoverability.

02 Visibility · per engine, by question

10 answers name or cite you, 4 new

3 questions × 4 engines · 10 runs
Per-engine visibility mention rate + citations

Named in 10/12 cells

Every engine got the same questions. “Named” = your brand appears in the answer; “citations” = your domain appears in sources.

ChatGPT gpt-5.6-luna
100%
Hits 3 / 34 citations
Gemini gemini-3.7-flash
67%
Hits 2 / 32 citations
Claude manual
100%
Hits 3 / 34 citations
Perplexity manual
67%
Hits 2 / 36 citations
Query × engine matrix heatmap + position + sentiment

Each cell is one AI answer. Colour and glyph tell you what the engine did with your brand.

10/ 12cells with your brand42competitor mentions logged152URLs in citation pool · yours in 10 cells
Query
ChatGPT
Gemini
Claude
Perplexity
row Σ
Q1multilingual voice form filling for international websites
neutral
vsDeepgram+3
positive
vsAnveVoice+3 0 / 17 cited
2/ 4
Q2best voice form filling tools 2026
positive
#1 positive
#7 positive
positive
4/ 4
Q3top one-shot voice form filling services for e-commerce
positive
positive
positive
positive
4/ 4
No sentiment data this run

Sentiment is only classified for cells where AI named or cited your brand. This run: 10 such cells, but no sentiment label came back for any of them → nothing to classify.

Named in answer Cited in sources only Competitor named instead Sources cited, none yours ·No brands, no sources Engine unavailable
Position view shows brand rank #N when AI named you, or 0 / N cited showing your share of the citation pool.
Sentiment view classifies how AI framed your brand: ● positive · ● neutral · ● negative. Only computed for named/cited cells.
Verbatim answers

What each engine actually said

Point-in-time excerpts from this run’s answers. AI phrasing varies between runs.

Evidence Show all 12 answers Hide answers read exactly how an engine worded its answer
multilingual voice form filling for international websitesChatGPTNamed
**Multilingual voice form filling** lets users speak naturally in their preferred language while an AI assistant maps their answers into forms on international websites. ### Typical experience 1. User opens a website form. 2. They say, for example, “Mi nombre es Ana García y vivo en Madrid.” 3. The system detects the language, extracts the information, and fills fields such as: - First name - Last name - Address - City - Country 4. It converts values to the website’s expected format—for example, phone numbers, dates, currencies, addresses, and dropdown selections. 5. The user reviews and confirms before submission. Some current products advertise cross-language filling—for example, speaking Spanish while populating an English form—and support for languages such as Arabic, Chinese, Hindi, French, German, and Spanish. ([typelessform.com](https://typelessform.com/blog/best-ai-form-filling-tools-2026/?utm_source=openai)) ### Core capabilities - **Speech recognition:** Understands multiple languages and accents. - **Intent and field mapping:** Maps “I was born on March third” to a date-of-birth field. - **Translation:** Converts the user’s answer into the form’s language where necessary. - **Locale handling:** Correctly handles: - `MM/DD/YYYY` vs. `DD/MM/YYYY` - International phone numbers - Postal codes - Name order and transliteration - Right-to-left languages - **Validation:** Detects missing, invalid, or ambiguous information. - **Review mode:** Shows the completed form before submission. - **Privacy controls:** Avoids sending passwords, payment-card numbers, or unnecessary voice recordings to third-party services. ### If you are building it A practical architecture would be: ```text Microphone ↓ Speech-to-text ↓ Language detection ↓ Structured extraction ↓ Translation / transliteration ↓ Form-field matching ↓ Locale-specific validation ↓ Browser automation or JavaScript field injection ↓ User review and confirmation ``` For websites you control, the safest approach is an embeddable JavaScript widget that reads the form schema and fills only approved fields. For third-party websites, a browser extension can inspect labels, input types, dropdowns, and accessibility metadata; existing tools in this category advertise browser-based filling across multilingual forms. ([fillwise.ai](https://fillwise.ai/?utm_source=openai)) ### Important design rules - **Never auto-submit by default.** - Preserve the original value alongside any translation. - Ask for confirmation when a name, address, date, or legal answer is ambiguous. - Treat government, immigration, medical, insurance, and financial forms as high-risk. - Keep voice processing separate from sensitive fields. - Support code-switching, such as a user mixing English and Spanish. - Display both the interpreted answer and the value entered into the form. ### Example product positioning > “Speak in any supported language. Our assistant understands your answers, translates them when needed, and fills international web forms accurately—without changing the website or requiring users to type.” The main distinction is whether you need: - **A tool for users to fill forms on arbitrary websites**, usually a browser extension; or - **A voice layer for your own international website**, usually an embedded widget or SDK.
multilingual voice form filling for international websitesGeminiAbsent
Building a **multilingual voice form-filling system** for international websites significantly reduces friction, improves accessibility, and boosts conversion rates for global users. Unlike standard text forms, voice form filling across multiple languages requires a robust pipeline covering **audio capture, automatic speech recognition (ASR), language identification (LID), structured entity extraction (NLU/LLM), and locale-aware validation**. --- ### 1. End-to-End System Architecture ``` [ User Speaks in Any Language ] │ ▼ [ Frontend: Web Audio API / AudioWorklet ] │ (WebSocket / HTTP Streaming) ▼ [ Speech-to-Text & Language Detection (ASR/LID) ] (e.g., Deepgram, Whisper, Azure Speech) │ ▼ (Raw Transcript + Detected Language) [ Structured Extraction & Slot Filling (LLM / NER) ] (e.g., GPT-4o-mini, Claude 3.5 Haiku, Gemini Flash via JSON Mode) │ ▼ (Structured JSON Data) [ Locale-Aware Normalizer & Validator ] (Formats dates, phone numbers, postal codes, currencies) │ ▼ [ Frontend Form Auto-Populate & Human Review ] ``` --- ### 2. Core Implementation Pipeline #### Step A: Audio Capture & Streaming * **Standard Web Speech API:** Built into browsers (`webkitSpeechRecognition`), but limited: language support varies drastically between browsers, cannot dynamically switch languages easily, and cannot capture raw audio for server-side processing. * **Recommended Approach (Server-side processing):** Capture audio via `MediaRecorder` or `AudioWorklet` and stream raw chunks (Opus/WAV) over a WebSocket connection to your backend. #### Step B: Multilingual Speech-to-Text (ASR) + Language Identification (LID) The ASR service must support automatic language detection and code-switching (when users mix English with their native tongue). | Service | Strengths | | :--- | :--- | | **Deepgram (Nova-2 / Nova-3)** | Ultra-low latency (<300ms), excellent streaming support, automatic language detection. | | **OpenAI Whisper (v3 / Turbo)** | Exceptional accuracy across 90+ languages; handles heavy accents and informal phrasing gracefully. | | **Azure Speech Services** | Robust multi-language speech recognition with built-in dynamic language switching. | | **Google Cloud Speech-to-Text v2** | Strong recognition across low-resource global dialects. | #### Step C: Natural Language Entity Extraction (Slot Filling) Raw transcripts rarely match form schemas directly (e.g., *"I was born on July fourth nineteen ninety and my email is john at gmail dot com"*). Use an LLM with **Structured Outputs / JSON Schema** to parse the transcript into your target form structure. **Example LLM System Prompt & Schema:** ```json { "name": "populate_checkout_form", "description": "Extract user details from voice transcript into the form schema.", "parameters": { "type": "object", "properties": { "full_name": {"type": "string"}, "email": {"type": "string"}, "phone_country_code": {"type": "string", "description": "ISO code, e.g. +44"}, "phone_number": {"type": "string"}, "street_address": {"type": "string"}, "city": {"type": "string"}, "country_code": {"type": "string", "description": "ISO-3166-1 alpha-2, e.g. DE, JP, US"}, "postal_code": {"type": "string"}, "delivery_notes": {"type": "string"} }, "required": ["full_name", "street_address", "city", "country_code"] } } ``` --- ### 3. Handling Global & Multilingual Edge Cases #### 1. Address Format Diversity * Different countries order addresses differently (e.g., US: `Street -> City -> State -> Postal Code`, Japan: `Postal Code -> Prefecture -> City -> Sub-area`). * **Solution:** Extract raw tokens via the LLM, then use a global address validation engine like **Google Places API**, **Loqate**, or **Radar.io** to normalize the address against international postal standards. #### 2. Name Transliteration and Scripts * Users speaking Arabic, Hindi, Mandarin, or Cyrillic-based languages might need their output rendered in Latin characters (e.g., for flight bookings or international shipping) or in their local script. * **Solution:** Configure your extraction prompt with a `target_script` parameter (`"native"` vs. `"latin/pinyin/romaji"` depending on backend database constraints). #### 3. Numbers, Dates, and Currencies * Spoken dates and numbers vary heavily by region: * *"The fifth of March"* vs. *"March fifth"* * Decimal separators (`,` in Europe vs. `.` in the US) * **Solution:** Pass the user's browser locale (`navigator.language`) and timezone to the LLM context so it accurately interprets ambiguous dates like `04/05/2026`. #### 4. Code-Switching * Common in bilingual regions (e.g., Spanglish, Hinglish, Singlish). * Whisper and modern LLMs handle code-switching well, but you should prompt the LLM to normalize the extracted keys into English while preserving the original content value where appropriate. --- ### 4. UI/UX Best Practices for Voice Form Filling 1. **Two Voice Input Modes:** * **Global Fill ("Talk naturally"):** A single microphone button at the top of the form allows the user to speak continuously (e.g., *"Hi, I'm Carlos Silva, shipping to 123 Gran Via, Madrid, phone is..."*), populating multiple fields at once. * **Field-Specific Fill:** A small mic icon next to individual inputs (e.g., long "Comments" or "Additional Instructions" fields). 2. **Visual Micro-Feedback:** * Highlight fields in real-time as they are populated. * Provide an instant visual transcript showing what the system heard. 3. **Never Auto-Submit:** * Voice input is an accelerator, not an executioner. Always keep the user on a visual review step where they can manually edit or correct any misrecognized fields before final submission. 4. **Clarification Loops:** * If a required field is missing or ambiguous, prompt visually or via voice: *"Could you also provide your postal code?"* --- ### 5. Security, Privacy, and Compliance * **GDPR / CCPA:** Voice recordings are considered biometric/personal data. * **Ephemeral Audio:** Do not store raw voice recordings on disks or train models on user audio unless explicit opt-in consent is provided. * Use zero-data-retention (ZDR) agreements with cloud ASR and LLM providers. * **Sensitive Data (PCI-DSS, Passwords):** * Never accept credit card numbers, CVVs, or passwords via voice form filling. Exclude sensitive fields from voice capture and explicitly instruct the user to type them.
multilingual voice form filling for international websitesClaudeNamed
# Multilingual Voice Form Filling for International Websites There are really two different problems hiding under this question, and which one you have determines the whole shopping list: 1. **"I already have HTML forms on my site and want visitors to fill them by speaking, in whatever language they speak"** → you want a drop-in widget. 2. **"I'm building a voice interface and need the underlying speech engine myself"** → you want a speech-to-text API plus a layer that maps the transcript to form fields. ## Path 1: Drop-in widgets (no engineering, works on your existing forms) **TypelessForm** is a small JS widget you add via a single script tag to an existing HTML form. It auto-detects your form's fields, and a visitor speaks one sentence in their own language to fill the whole thing — including *cross-language* filling (someone speaks Spanish, the form's underlying fields populate correctly even if the form itself is in English). It's positioned around 25+ languages, free pilot (~200 fills), then paid tiers roughly $29–199/month. Worth noting: this claim comes from TypelessForm's own comparison post, so treat the specific language count and pricing as vendor-stated and verify on their pricing page before committing. **AnveVoice (Anve Voice Forms)** takes a broader "site-wide voice agent" approach — not just form filling but also navigation and checkout actions — and claims browser-native voice across 50+ languages with WCAG 2.1 AA accessibility certification, which matters if you're building for elderly users or people with motor/dexterity impairments (Parkinson's, arthritis, dyslexia are the specific groups they cite). Free tier plus paid plans from ~$35/month, with a lifetime option around $199. Same caveat as above — this is drawn from the vendor's own "best of" post, which unsurprisingly ranks itself #1. **Jotform AI / Voiceform** is the option if you're willing to actually host your forms on a SaaS platform rather than bolt voice onto your own HTML. Jotform lets you *create* forms by speaking, and its Voiceform widget lets respondents *answer* by speaking with AI follow-up questions for deeper responses. It's a heavier commitment (you're moving the form itself to their platform) but you inherit their language support and infrastructure. Smaller/newer entrants in the same "hosted AI form builder with voice" category include **Say2Form**, **vForm**, and **DodoForm** — worth a look if the bigger names don't fit your budget, though their multilingual depth isn't as clearly documented. A practical note on all of the above: a lot of the "best multilingual voice form tool 2026" roundups circulating right now are self-published by the vendors themselves (TypelessForm's own blog puts TypelessForm first; Anve's own blog puts Anve first). That's not disqualifying — vendor content is often accurate on their own product's specs — but don't treat these rankings as independent, and run a real trial with actual non-English-speaking users before you commit to a paid tier. ## Path 2: Build it yourself (more control, more engineering) If you need something custom — voice input feeding a complex multi-step form, a specific industry's field logic, or you don't want a third-party script running on your page — you assemble two layers: **The speech-to-text engine.** The realistic 2026 shortlist: - **Speechmatics** — currently benchmarks strongest on multilingual accuracy (their Melia model does native code-switching across 56+ languages in a single pass, so a user can mix languages mid-sentence and it still transcribes correctly). Also the only one of these with real on-premise/private-cloud deployment for data residency requirements. Pricing from ~$0.129/hr batch, with a free monthly allowance. - **Deepgram** — best fit if you're building a live voice *agent* rather than a one-shot dictation box; lowest latency for detecting when someone stops talking. - **AssemblyAI** — strong for audio analysis generally, but its real-time multilingual streaming only covers a subset of European languages, so check your target languages against their list before committing. - **OpenAI Whisper API** — 99+ languages, very solid accuracy, but batch (not real-time streaming), so better for "record then submit" forms than live-as-you-speak filling. - **Google Cloud Speech-to-Text (Chirp 3)** and **Azure Speech** — both offer automatic language detection (you list up to a few candidate languages and it identifies which one is being spoken), and both are the safe enterprise default if you're already on GCP or Azure and want one vendor for billing/compliance. **The field-mapping layer.** None of the above turn "I want to fly to Berlin next Tuesday for two people" into `{destination: "Berlin", date: "2026-09-08", passengers: 2}` on their own — you still need something to parse the transcript into structured fields regardless of the language spoken. In practice teams do this with a small LLM call (GPT-4o-mini, Claude Haiku, etc.) using function-calling/structured-output against your form's field schema. This is exactly the piece that widget products like TypelessForm and AnveVoice have already built and packaged for you — which is the real value they're selling over rolling your own. **The free/no-API option**: the browser's built-in **Web Speech API**. Zero cost, no backend, works well in Chrome, Edge, and Opera, and Safari has supported it since 14.1 (macOS)/14.5 (iOS) via the `webkitSpeechRecognition` prefix. The catch for an *international* audience: **Firefox has kept it disabled by default since Firefox 22 and has never turned it on for end users** — Mozilla just never shipped it live. If a meaningful slice of your visitors are on Firefox (common in parts of Europe), a pure Web Speech API implementation will silently fail for them, which is exactly the kind of gap a paid API or widget avoids. ## What actually matters when you choose - **True multilingual vs. same-language-only**: does it just transcribe in the spoken language, or can it fill fields correctly when the visitor's spoken language differs from the form's language? Most homegrown Web Speech API implementations only do the former. - **Browser coverage**: if you go DIY with Web Speech API, budget for the Firefox gap; vendor widgets and cloud STT APIs route audio to their own backend and sidestep this. - **Accent/noise robustness**: this is where the STT vendors genuinely differ — Speechmatics currently benchmarks ahead of Deepgram/Azure/AssemblyAI on accented and noisy-environment accuracy (FLEURS benchmark), which matters more than raw language count if your visitors are calling in on mobile in imperfect conditions. - **Data residency/compliance**: if you're in a regulated industry or serving EU users under strict data rules, check whether the vendor offers on-prem/private-cloud (Speechmatics does; most of the smaller widget SaaS tools are multi-tenant cloud only). - **Accessibility obligations**: if WCAG compliance is a hard requirement for you, ask for the certification directly rather than trusting a marketing page. **Bottom line**: if you want something working on your existing site by this afternoon, try TypelessForm or AnveVoice's free tier on a real form and see how it handles your actual target languages. If you're building something more custom or need enterprise data-residency guarantees, Speechmatics (for multilingual accuracy) or Google/Azure (if you're already in their ecosystem) plus an LLM field-mapping layer is the more durable path. Sources: - [Best AI Form Filling Tools 2026 — Comparison & Review (TypelessForm)](https://typelessform.com/blog/best-ai-form-filling-tools-2026/) - [Best Multilingual Form Builder in 2026: Top 5 Picks (Anve Forms)](https://anveforms.com/best-of/best-multilingual-form-builder-2026/) - [Voice Recording & AI Follow-Ups by Voiceform — Jotform Widget](https://www.jotform.com/widgets/voice-recording-and-ai-follow-ups-by-voiceform) - [Create Forms With Voice — Jotform AI](https://www.jotform.com/ai/features/create-forms-by-speaking/) - [Speechmatics vs AssemblyAI: Speech-to-Text Comparison (2026)](https://www.speechmatics.com/how-we-compare/assemblyai-alternative) - [Deepgram vs Speechmatics vs AssemblyAI: 2026 Guide](https://deepgram.com/learn/deepgram-vs-speechmatics-vs-assemblyai) - [Best Speech-to-Text APIs in 2026: Deepgram, AssemblyAI, Whisper, ElevenLabs Compared](https://futureagi.com/blog/speech-to-text-apis-in-2026-benchmarks-pricing-developer-s-decision-guide/) - [Chirp 3 Transcription: Enhanced multilingual accuracy — Google Cloud Speech-to-Text](https://docs.cloud.google.com/speech-to-text/docs/models/chirp-3) - [Automatically detect language — Google Cloud Speech-to-Text](https://docs.cloud.google.com/speech-to-text/docs/multiple-languages) - [Implement language identification — Azure Speech Service](https://learn.microsoft.com/en-us/azure/ai-services/speech-service/language-identification) - [Web Speech API — MDN Web Docs](https://developer.mozilla.org/en-US/docs/Web/API/Web_Speech_API) - [Web Speech API Browser Support — Chrome, Edge, Safari, Firefox, and Mobile](https://textintoaudio.com/browser-support) - [Roblox acquires voice moderation startup Speechly — TechCrunch](https://techcrunch.com/2023/09/20/roblox-acquires-voice-moderation-startup-speechly/)
multilingual voice form filling for international websitesPerplexityAbsent
multilingual voice form filling for international websites For international websites, the strongest multilingual voice form‑filling options in 2026 are platforms that combine automatic language detection, 50+ language coverage, and the ability to map spoken answers directly to form fields (or run fully voice‑driven flows). [1] [2] [3] Leading multilingual voice form‑filling platforms Platform Language coverage How it handles forms Best fit for international sites Can fill existing forms by Global e‑commerce, SaaS, and 50+ languages with mapping speech to fields, and also lead‑gen sites that need one automatic detection; no perform agentic DOM actions AnveVoice solution across many locales and manual language selector (navigate pages, click buttons, may later expand from simple needed. [1] [2] [3] complete multi‑step workflows) form filling to full voice journeys. entirely by voice. [2] Offers custom forms (file Brands that want a polished, 10 languages in automatic uploads, dropdowns, multi‑step) branded voice assistant with multilingual mode; 10 more Ask Bennett and translates welcome messages, forms and are comfortable with as dedicated single‑language forms, and links; voice is part of a a smaller but well‑supported setups. [4] broader site assistant. [5] language set. Multilingual chatbots that Provides custom forms Teams already using ChatLab for detect visitor language (including multi‑step, file uploads) support/sales who want ChatLab and respond in that and a conversation flow multilingual forms and optional language; forms and links are editor; voice/phone via Realtime, voice as part of a unified bot. translated too. [5] Gemini Live, ElevenLabs. [5] Focused depth in Indian Businesses whose international Regional Primarily phone/SMS voice agents; languages (Hindi, Hinglish, strategy centers on India or specialists some also support web forms and Tamil, Telugu, etc.), often 70+ similar markets where local (e.g., Vomyra, CRM write‑back, but form‑fill UX languages including regional language/dialect quality is more DialNexa) varies by vendor. dialects. [6] [7] [8] important than global breadth. What to look for in a multilingual voice form solution Automatic language detection: Visitors shouldn’t have to pick a language; the system should infer it from the first utterance and stay consistent. [2] [3] [1] True form integration, not just Q&A: The platform should map spoken answers to specific fields (name, email, address, product options) and ideally handle validation and errors in the user’s language. [9] [10] Localization of UX: Labels, errors, and confirmations should be translated and culturally appropriate, not just the ASR/TTS layer. [5] [11] Scalable architecture: Support for many languages from one config, with per‑language monitoring of accuracy and conversion. [11] Practical recommendation If you need broad global coverage plus real form‑filling on existing pages: AnveVoice is currently the most cited option for 50+ languages with auto‑detection and agentic form completion, making it a strong default for international e‑commerce and SaaS. [3] [1] [2] If your priority is a branded multilingual assistant with forms and you’re fine with ~10–20 core languages: Ask Bennett or ChatLab give tight control over form design and conversation flows, with multilingual forms and translated UI. [4] [5] If your “international” focus is one region with many local languages (e.g., India): choose a regional specialist like Vomyra or DialNexa for deeper dialect support and compliance, then evaluate their web form capabilities against your stack. [6] [7] [8] If you share your target languages and tech stack (Shopify, Webflow, custom React, etc.), I can narrow this to a short, implementation‑ready pick and outline how to wire it into your key forms. ⁂ 1. https://aitoolsatlas.ai/tools/anvevoice/pros-cons 2. https://anvevoice.app/languages/arabic 3. https://anvevoice.app/features/voice-ai-multilingual-detection 4. https://www.ask-bennett.com/multilingual-voice-assistant 5. https://www.linkedin.com/posts/chatlab_spring-and-summer-2026-has-been-chatlabs-activity-7490085778652565504 -fwhg 6. https://dialnexa.com/blogs/7-best-ai-voice-agents-in-india-for-businesses-2026/ 7. https://dialnexa.com/blogs/voice-ai-platforms/ 8. https://vomyra.com/blogs/best-no-code-ai-voice-agent-builders-for-indian-smbs-in-2026 9. https://anvevoice.app/features/form-filling 10. https://anvevoice.app/use-cases/form-filling 11. https://www.nice.com/ai-voice-agents/multilingual-ai-voice-agents 12. https://www.awaaz.ai/blog/multilingual-ai-voice-assistant-platforms 13. https://blink.new/p/voicegov-ai-app-0vqwvn5p 14. https://www.dictationdatabase.com/categories/general-dictation 15. https://www.linkedin.com/posts/callevate-ai_callevate-smartservice-voiceagent-activity-7496500701112467456-QYo3 16. https://www.cloudtalk.io/blog/best-ai-voice-agents-for-ecommerce/ 17. https://www.linkedin.com/posts/morteza-tawakuli-904818170_buildinpublic-ai-accessibility-activity-74925189111674 34752-AnEL
best voice form filling tools 2026ChatGPTNamed
## Best voice form-filling tools in 2026 The best option depends on whether you want to **fill existing forms yourself** or **add voice filling to forms on your website**. ### For filling existing web forms | Tool | Best for | Why choose it | Main limitation | |---|---|---|---| | **Windows Voice Access** | Best free Windows option | Controls the PC, clicks fields, navigates pages, dictates text, selects and edits text, and can work offline after setup. | Less customizable than Dragon for repetitive workflows. ([support.microsoft.com](https://support.microsoft.com/en-US/accessibility/windows/voice-access/dictate-text-with-voice?utm_source=openai)) | | **Dragon Professional** | Power users and repetitive forms | Strong dictation, custom vocabulary, macros, and voice commands for moving through structured forms. | Paid, Windows-focused, and requires setup/customization. ([nuance.com](https://nuance.com/naturallyspeaking/resources/documents/usergd_v11.pdf?utm_source=openai)) | | **LipSurf** | Chrome users | Voice-based browser navigation, clicking, scrolling, and dictation without needing full desktop voice control. | Chrome-oriented; not a complete form-automation platform. ([lipsurf.com](https://www.lipsurf.com/?utm_source=openai)) | | **Android Voice Access** | Filling forms on Android | Opens apps, navigates interfaces, edits text, and supports hands-free form entry. Offline language packs are available. | Language and app compatibility vary. ([support.google.com](https://support.google.com/accessibility/android/answer/6151848?hl=en&utm_source=openai)) | | **Google Voice Typing** | Simple text fields | Free and convenient for dictating answers into supported browser fields. | Primarily dictation—not intelligent mapping of one spoken answer to many fields. ([support.google.com](https://support.google.com/accessibility/answer/4492226?hl=en-419&utm_source=openai)) | ### For businesses adding voice to forms | Tool | Best for | Notable capability | |---|---|---| | **TypelessForm** | Adding voice to existing HTML forms | Designed for “one-shot” voice filling, where a user speaks multiple answers and the system maps them to form fields. It supports multilingual website use and is added with a script tag. ([typelessform.com](https://typelessform.com/?utm_source=openai)) | | **Talkform** | Guided voice interviews | Converts a form into a conversational interview and can export structured JSON. Useful for intake, research, and lead qualification. ([talkform.ai](https://www.talkform.ai/?utm_source=openai)) | | **Say2Form** | Building new voice-first forms | Supports creating forms from voice, filling forms by voice, document-to-form conversion, validation, permissions, and form version history. ([say2form.com](https://say2form.com/?utm_source=openai)) | | **Anve Voice Forms** | Voice-enabled mobile-first forms | Offers voice input, transcription, and multilingual support according to its published product information. Treat completion-rate claims as vendor-reported until independently tested. ([anveforms.com](https://anveforms.com/form-builder/?utm_source=openai)) | ## My practical recommendations - **Best overall for a Windows user:** **Windows Voice Access** — start here because it is built in, supports navigation and dictation, and does not require a subscription. - **Best for professional/repetitive paperwork:** **Dragon Professional** — especially if you can create custom commands or macros. - **Best for Chrome-only use:** **LipSurf**. - **Best for Android:** **Android Voice Access**. - **Best for a website owner with existing forms:** **TypelessForm**. - **Best for replacing a traditional form with a conversation:** **Talkform**. - **Best for building a new voice-enabled intake workflow:** **Say2Form**. ### Important distinction Basic dictation puts speech into **one currently selected field**. Intelligent voice form tools attempt to understand a longer spoken response and distribute the information across **multiple fields**. For example: > “My name is Jordan Lee, my phone is 555-123-4567, and I live in Austin, Texas.” A standard dictation tool may enter that entire sentence into one field; a voice-form platform may map each detail to name, phone, city, and state fields. For medical, legal, financial, or personally identifiable information, check data retention, encryption, HIPAA/BAA availability where relevant, and whether speech is processed locally or sent to a cloud service. Always verify the completed form manually before submitting.
best voice form filling tools 2026GeminiNamed
Voice form-filling tools vary based on the specific use case: embedding voice input into existing website forms, creating conversational voice surveys, enabling hands-free field inspections, or using system-wide dictation across browser fields. --- ### 1. Best for Web Form Embedding & "One-Shot" Voice Filling *Best for website owners and developers who want visitors to speak naturally to fill entire standard HTML/React forms at once.* * **TypelessForm** * **How it works:** A plug-and-play widget for HTML, React, Vue, and WordPress forms. Instead of dictating field-by-field, a user speaks freely (*"My name is Alex, email is alex@work.com, booking for 3 nights next Monday"*), and OpenAI Whisper + LLM entity extraction maps all fields simultaneously. * **Highlights:** 25+ language auto-translation, EU/GDPR data-privacy compliance, zero form-redesign required. * **AnveVoice** * **How it works:** A full site-wide conversational agent that guides users through complex multi-step application forms, checkouts, and navigation. * **Highlights:** Handles over 50 languages; ideal for high-drop-off flows like loan applications or complex registrations. --- ### 2. Best Conversational Voice Form Builders *Best for qualitative feedback, customer research, recruiting, and conversational survey intake.* * **Voiceform** * **How it works:** Replaces traditional static forms with conversational audio/text interactions. Respondents can record audio answers, which are automatically transcribed. * **Highlights:** AI sentiment analysis, automatic AI probing follow-up questions, and deep integrations with HubSpot, Salesforce, and Zapier. * **Fillout (with AI Voice Transcription)** * **How it works:** A no-code form builder that includes built-in AI Voice Recording fields. * **Highlights:** Automatically generates Whisper transcripts and maps structured text and audio files straight into Airtable, Notion, or custom databases with custom conditional logic. --- ### 3. Best for Field Operations, Maintenance & Inspections *Best for industrial workers, technicians, and mobile teams who must log data hands-free while wearing gloves or carrying equipment.* * **Kizeo Forms (AI-Assisted Data Entry)** * **How it works:** Tailored for construction, maintenance, and safety audits. Technicians speak natural inspection reports, and the app's AI parses the audio into structured checklist items and text boxes. * **Highlights:** Robust offline capabilities, multi-language/jargon recognition, and instant PDF report generation. * **Fulcrum (Audio FastFill)** * **How it works:** Built specifically for field data collection and asset tracking. Technicians dictate notes on-site, and the system maps values across multiple fields simultaneously to reduce manual typing errors. * **Picovoice (Custom Voice WebAssembly)** * **How it works:** A developer SDK designed for privacy-critical and offline-first voice forms. * **Highlights:** Runs 100% on-device inside WebAssembly without sending audio to third-party cloud APIs (ideal for strict GDPR, HIPAA, or defense compliance). --- ### 4. Best Desktop & Universal Browser Dictation *Best for individual productivity—dictating directly into web portals, CRMs, Google Forms, and text boxes.* * **Wispr Flow** * **How it works:** A cross-platform AI dictation tool that adapts to whatever application you are focused on. * **Highlights:** Context-aware formatting, automatic removal of filler words, and low latency—allowing you to tab through form fields and dictate instantly. * **Superwhisper / VoiceDash** * **How it works:** Offline/on-device AI speech-to-text engines for macOS and Windows. * **Highlights:** High privacy, custom vocabularies/snippets, and no per-word API fees. --- ### 5. Best Agentic Voice Bots (Phone-to-Form Automation) *Best for companies automating phone intake, call-in appointment booking, or inbound lead forms.* * **Retell AI & Vapi** * **How they work:** Real-time conversational voice agents for phone calls. When a client calls, the AI agent conducts the conversation naturally, asks required intake questions, extracts structured variables, and posts the completed form payload directly to your backend or CRM. * **Highlights:** Sub-600ms latency, native tool/function calling, and support for enterprise telephony. --- ### Summary Recommendation | Use Case | Top Pick | Key Advantage | | :--- | :--- | :--- | | **Embedding one-shot voice on your website** | **TypelessForm** | Fills entire existing forms in 1 pass using natural speech. | | **Conducting qualitative surveys / interviews** | **Voiceform** | AI follow-up probing and sentiment scoring. | | **No-code database forms (Airtable/Notion)** | **Fillout** | Native Whisper transcription mapped to table columns. | | **Field inspections / heavy industry** | **Kizeo Forms** | Offline-ready, hands-free work-order reporting. | | **Personal productivity across all web apps** | **Wispr Flow** | Context-aware, cleans up filler words automatically. | | **Filling forms via automated phone calls** | **Retell AI / Vapi** | Sub-second voice agents with native CRM webhooks. |
best voice form filling tools 2026ClaudeNamed
# Best Voice Form Filling Tools (2026) "Voice form filling" actually covers several pretty different jobs, so the right tool depends on what you're trying to do. Here's how the space breaks down, with real products in each lane. ## 1. If you just want to talk into *any* form yourself — free, built-in options Before paying for anything, check what your OS already does: - **Windows Voice Access / Voice Typing** — press `Win + H` in almost any text field (including browser forms) and a dictation toolbar appears. Voice Access (Windows 11) goes further and lets you navigate and fill fields hands-free, no internet required. - **macOS Dictation** — built into every Mac, works in Safari/Chrome form fields the same way. - **Browser extensions like "Speech Recognition Anywhere"** — wraps the Web Speech API so Chrome/Edge can dictate into any web form, useful if native OS dictation feels clunky. These aren't fancy, but they're free, private (mostly on-device), and work on literally any form on the internet. For a lot of people asking this question, this is genuinely the answer — no product needed. ## 2. AI browser extensions that auto-fill forms for *you* (personal use) These use your saved profile/resume data plus AI to understand form fields — not exactly "voice," more "AI autofill," but they solve the same underlying pain (typing the same info over and over): - **Filliny** — Chrome extension focused on job applications, checkout forms, and surveys. It reads what a field is actually asking (not just matching field names) so it works on messy, non-standard forms. ~3.9/5 on the Chrome Web Store. Best for people filling dozens of job applications a week. - **Instafill.ai** — the strongest option specifically for **PDF forms** (tax forms, immigration paperwork, government documents). Upload the PDF, it extracts your info and fills it in 25–60 seconds, checkboxes and tables included. ~4.7/5 on the Chrome Web Store. - **FillApp / AI Form Fill / JobFill AI** — cheaper, simpler variants of the same idea; worth a look if Filliny/Instafill feel like overkill for your volume. ## 3. Widgets site owners embed so *visitors* can fill forms by speaking This is the category most "voice form filling tool" searches are actually about — a business adds a mic button to its contact/signup/checkout/booking form, and a visitor says one sentence ("John Smith, john@email.com, need a demo next Tuesday") and every field populates at once. - **TypelessForm** (typelessform.com) — a drop-in widget: one script tag, works with React/Vue/Angular/WordPress/plain HTML, detects fields and maps speech to them in under 3 seconds. 25+ languages, ~96% claimed accuracy, automatically excludes passwords/card numbers/SSNs from processing. Pricing: free pilot (200 fills), then $29/mo (800 submissions) → $99/mo (3,000) → $199/mo (10,000, enterprise support). Not built for HIPAA/PCI-regulated data. - **AnveVoice / Anve Voice Forms** (anvevoice.app) — broader than pure form-filling: a site-wide voice agent that can also navigate pages and complete checkout, not just fill inputs. 50+ languages, flat pricing (free tier with 10k TTS characters + 50k tokens/month, paid from $35/mo), embeds via one line of code, works with WordPress/Wix/Shopify. - Smaller/newer names that show up in vendor comparison posts — **Say2Form**, **vForm**, **DodoForm** — worth a look for niche cases (compliance-heavy intake, B2B lead qualification, mixed-media intake), but they're much less independently reviewed. Test the free tier yourself before committing. **A word of caution on this category specifically:** two of the top Google results for "best voice form filling tools 2026" — the TypelessForm blog post and an AnveVoice-published "best of" post — are each written by the vendor and each rank *itself* #1. That's not disqualifying (both are real products with verifiable pricing/features), but treat any "best of" list in this niche as marketing until you've checked independent reviews and tried the free tier yourself. ## 4. Voice-native survey/interview platforms (voice *is* the answer, not just input) If your goal is research or qualitative feedback rather than transactional form-filling: - **Voiceform** (voiceform.com) — lets respondents answer survey/interview questions by voice or video instead of typing, then uses AI to transcribe, translate (50+ languages), extract themes, and score sentiment. SOC 2 Type 2 + HIPAA compliant, used by teams at companies like Slack, Shopify, and Salesforce, plus academic researchers (Harvard, Stanford cited as users). This is the right pick if you want the *recording itself* to be the data (market research, UX interviews, CX feedback), not just a faster way to fill in a box. ## 5. AI voice agents that fill a form via an actual phone conversation - **Jotform AI Voice/Phone Agent** — turns an existing Jotform form into something a caller can complete over the phone; the agent asks the questions conversationally and populates the same backend as the web form. Good for reservations, intake, FAQs; reviewers note it's weaker for complex real-time scheduling or deep CRM sync. - **ElevenLabs Conversational AI**, **Vapi**, **Bland AI** — infrastructure platforms for building a custom voice agent (including form-intake flows) if the off-the-shelf options don't fit; more setup work, more flexibility. ## Quick decision guide | Your situation | Go with | |---|---| | I just want to dictate into forms myself, free | Windows Voice Access / macOS Dictation | | I fill out lots of job applications | Filliny | | I need to fill PDF forms fast | Instafill.ai | | I run a website and want visitors to fill *my* forms by voice | TypelessForm or Anve Voice Forms — compare free tiers directly | | I need recorded voice/video survey responses with AI analysis | Voiceform | | I want callers to complete an intake form by talking to an AI on the phone | Jotform AI Voice Agent, or ElevenLabs/Vapi for a custom build | Pricing and feature sets in this space move fast (it's a genuinely young, crowded niche in 2026), so verify current numbers on each vendor's own pricing page before buying — what I've quoted above was current at the time of this search. --- **Sources:** - [Best AI Form Filling Tools 2026 — TypelessForm](https://typelessform.com/blog/best-ai-form-filling-tools-2026/) - [TypelessForm homepage](https://typelessform.com/) - [Best Form Builder With Voice Input in 2026 — AnveForms](https://anveforms.com/best-of/best-form-builder-with-voice-input-2026/) - [AnveVoice — Voice Infrastructure for Web Applications](https://anvevoice.app/) - [Voiceform homepage](https://www.voiceform.com/) - [Top 10 Voiceform Alternatives & Competitors — G2](https://www.g2.com/products/voiceform/competitors/alternatives) - [Voiceform Reviews — G2](https://www.g2.com/products/voiceform/reviews) - [Jotform AI Voice Agent](https://www.jotform.com/ai/agents/channels/voice/) - [Jotform AI Phone Agent feature page](https://www.jotform.com/ai/agents/features/phone-agent/) - [Filliny — Chrome Web Store](https://chromewebstore.google.com/detail/filliny-ai-form-filling-a/ijhjngflokdbhimpcjhgjkljlfjenjlg) - [Instafill.ai — Chrome Web Store](https://chromewebstore.google.com/detail/instafillai-ai-form-fille/ibgpnfcocajgfcbbeepgihhmjbifnige) - [Instafill.ai homepage](https://instafill.ai/) - [Use voice typing to talk instead of type on your PC — Microsoft Support](https://support.microsoft.com/en-us/windows/use-voice-typing-to-talk-instead-of-type-on-your-pc-fec94565-c4bd-329d-e59a-af033fa5689f) - [Dictate text using Speech Recognition (Voice Access) — Microsoft Support](https://support.microsoft.com/en-us/accessibility/windows/voice-access/dictate-text-using-speech-recognition) - [The Best AI for Filling Out Forms (2026) — UseCarly](https://www.usecarly.com/blog/best-ai-for-filling-out-forms/)
best voice form filling tools 2026PerplexityNamed
best voice form filling tools 2026 The best voice form-filling tools in 2026 fall into three practical categories: one-shot widgets that let users speak once to fill an existing form, agentic voice assistants that can navigate and complete multi-step forms, and conversational form builders that replace traditional forms with voice-first interviews. [1] [2] Top tools by category Tool Best for Voice approach Notes Adding voice to existing One-shot in-page Free pilot; from $29/mo; strong for TypelessForm checkout/lead forms widget accessibility (WCAG/EAA) [1] [2] [3] (e‑commerce, SaaS) End-to-end voice automation Supports 50+ languages, sub‑500ms Agentic DOM actions AnveVoice across a site (multi-page, multi- latency; generous free tier (50K tokens) (navigate, click, fill) [4] [5] [6] [7] step) Building new intake flows where Good for surveys, onboarding, and Conversational form Say2Form respondents answer by intake where you control the form builder voice/text/doc design [1] [2] vForm / Conversational intake with Conversational form Alternatives if you prefer their DodoForm simple setup builders UX/integrations over Say2Form [1] [2] Dev teams wanting full code Open-source agent Best if you have engineering resources Form2Agent control and self-hosting framework and need deep customization [2] How to choose You already have high-friction forms (checkout, quote, contact): add a one-shot widget like TypelessForm to reduce typing and boost completion. [2] [3] You need voice across many pages or complex workflows (multi-step applications, account setup): use an agentic platform like AnveVoice, which can actually click through pages and fill fields autonomously. [4] [5] [6] You’re designing a new intake/survey flow and want respondents to speak naturally: use a conversational builder such as Say2Form, vForm, or DodoForm. [1] [2] You require self-hosting or heavy customization: consider Form2Agent (open source) and build your own voice agent. [2] If you share your stack (e.g., Shopify, Webflow, custom React) and the form types you care about, I can narrow this to a short, implementation-ready recommendation. ⁂ 1. https://typelessform.com/blog/best-ai-form-filling-tools-2026/ 2. https://typelessform.com/blog/one-shot-voice-form-filling-ecommerce-2026/ 3. https://typelessform.com/blog/best-form-filling-tools-accessibility-2026/ 4. https://anvevoice.app/best/best-conversational-form-builders-2026 5. https://anvevoice.app/features/form-filling 6. https://anvevoice.app/use-cases/form-filling 7. https://anvevoice.app/best/best-ai-form-builder-for-saas-2026 8. https://www.opentypeless.com/en/blog/best-voice-input-apps-2026 9. https://anvevoice.app/faq/best-voice-ai-for-intake-forms 10. https://anvevoice.app/how-to/automate-form-filling-home-services
top one-shot voice form filling services for e-commerceChatGPTNamed
If by **“one-shot voice form filling”** you mean *the shopper speaks once and multiple checkout/form fields are populated automatically*, the shortlist is fairly small. Most “voice commerce” products are actually conversational shopping assistants—not true form-fill widgets. ## Best options | Service | Best for | One-shot form fill? | E-commerce fit | |---|---|---:|---| | **TypelessForm** | Filling existing HTML forms | **Yes** | Best match for address, registration, wholesale, RMA, quote, and custom checkout forms | | **SpeakCart** | Full storefront voice selling | Partial / agentic | Voice product discovery, recommendations, cart actions, checkout, support | | **SayPick** | Shopify voice shopping | Partial / agentic | Shopify product search, recommendations, cart additions, and checkout handoff | | **rtrvr.ai** | Cross-site agentic checkout | Yes, as part of workflow | Automated navigation, cart building, form filling, address validation, and checkout | | **Shopify UCP / Checkout APIs** | Building your own agent experience | API-driven rather than widget-based | Best for developers creating controlled, prefilled checkout flows | ### 1. TypelessForm — best direct match TypelessForm is the closest fit if you already have a form and want a customer to say something like: > “Jane Smith, jane@example.com, ship to 123 Main Street, Austin, Texas 78701.” It detects fields in an existing HTML form and maps one spoken utterance to multiple fields. It advertises one-script installation, 25+ languages, and exclusion of sensitive fields such as passwords, card numbers, and SSNs from voice processing. ([typelessform.com](https://typelessform.com/?utm_source=openai)) **Use it for:** - Shipping and billing details - Wholesale order forms - Quote requests - Returns/RMA forms - Account registration - Custom checkout pages **Important limitation:** hosted checkout pages may restrict custom JavaScript, so it may work better on custom checkout or non-checkout forms you control. ([typelessform.com](https://typelessform.com/blog/one-shot-voice-form-filling-ecommerce-2026/?utm_source=openai)) ### 2. SpeakCart — best for a complete voice storefront SpeakCart is more than form filling: it supports voice product discovery, comparisons, recommendations, cart actions, checkout, order tracking, and returns. It claims support for 30+ languages and installation across Shopify, WooCommerce, BigCommerce, and custom platforms via a script tag. ([speakcart.com](https://speakcart.com/?utm_source=openai)) **Best when:** you want shoppers to browse and purchase conversationally—not merely dictate their shipping address. ### 3. SayPick — best Shopify-native option SayPick is a Shopify app embed that lets customers search the live catalog, ask for recommendations, add items to the cart, and proceed to checkout. It advertises a no-code installation, live inventory/catalog grounding, voice and text modes, and plans beginning at $49/month after its trial. ([saypick.com](https://saypick.com/?utm_source=openai)) **Best when:** you run Shopify and want a quick, merchant-friendly voice shopping pilot. ### 4. rtrvr.ai — best for agentic checkout automation rtrvr.ai is aimed at agents that operate across e-commerce sites. Its checkout workflow includes cart addition, form filling, address validation, and payment-entry steps. This is closer to an autonomous browsing-and-checkout agent than an embedded microphone attached to your existing form. ([rtrvr.ai](https://rtrvr.ai/use-cases/agentic-checkout?utm_source=openai)) **Best when:** you are building an AI purchasing agent that must interact with arbitrary merchant sites. ### 5. Shopify UCP / checkout APIs — best developer-controlled architecture For a custom voice agent, Shopify’s Universal Commerce Protocol and checkout APIs can move an agent from product selection toward purchase and redirect the buyer to a prefilled checkout for final completion. This generally provides more reliable control than trying to manipulate a hosted checkout DOM. ([shopify.dev](https://shopify.dev/docs/agents/carts-and-checkout?utm_source=openai)) **Best when:** you have engineering resources and want robust cart, identity, payment, and checkout control. ## My recommendation - **Need one sentence to fill an existing form:** **TypelessForm** - **Want a voice salesperson on the storefront:** **SpeakCart** - **Shopify merchant wanting the fastest pilot:** **SayPick** - **Building an autonomous shopping agent:** **rtrvr.ai** or Shopify’s **UCP/checkout APIs** - **Handling payment information:** keep card entry or wallet authorization in a secure, visible checkout step; do not rely on raw voice capture for payment data. Before committing, test these scenarios: apartment numbers, international addresses, names with accents, corrections, multiple quantities, dropdowns, mobile Safari, and a final human confirmation before submission.
top one-shot voice form filling services for e-commerceGeminiNamed
**One-shot voice form filling** allows shoppers to speak a complete block of information naturally in a single utterance (e.g., *"Deliver 2 units of the black headphones to Alex Miller, 124 Main Street, Apt 3B, Austin, Texas 78701, reach me at alex@example.com"*), and the AI transcribes, parses entities, and populates all relevant HTML fields simultaneously. This differs from **field-by-field dictation** (clicking each box and talking) and **multi-turn conversational bots** (which ask five separate questions and take much longer). In e-commerce checkout and lead generation, one-shot input is designed specifically to eliminate mobile keyboard friction and reduce cart abandonment. The top dedicated services, platforms, and developer frameworks for one-shot voice form filling in e-commerce include: --- ### 1. Dedicated In-Page Widgets & SaaS Solutions #### **TypelessForm** * **Best for:** Drop-in, zero-backend-change voice autofill on existing checkout/order pages. * **How it works:** An embeddable JavaScript widget `<typeless-form>` that automatically inspects the DOM for visible form fields. When the customer taps the microphone and speaks, it extracts structured entities (names, street addresses, postal codes, email, quantities) and fills all fields simultaneously with a quick visual review step before submission. * **Key Features:** Compatible with Shopify, WooCommerce, React, and custom HTML; supports 25+ languages; GDPR-compliant European processing. #### **VoiceFill (VoiceFill.ai)** * **Best for:** Real-time speech parsing, agent-assisted sales, and e-commerce customer support intake. * **How it works:** VoiceFill listens to spoken audio streams or customer recordings, transcribes them in real time, and uses structured entity recognition to auto-fill CRM and internal checkout/order forms. * **Key Features:** Real-time auto-filling, conversation summarization, and direct CRM/order management integration. #### **Anve Voice Forms** * **Best for:** Post-purchase workflows, product reviews, and return/RMA forms. * **How it works:** Tailored for e-commerce and DTC brands to replace tedious feedback and return forms with voice-enabled intake. Customers state their issue or review in one go, which Anve transcribes and structures into the store’s helpdesk or review engine. * **Key Features:** 50+ languages, mobile web support (no app download required), and deep focus on customer satisfaction (CSAT) and product returns. #### **Say2Form & vForm** * **Best for:** Hosted smart forms and lead generation. * **How it works:** These are voice-first form builders where you recreate or host dynamic forms. They utilize context-aware speech mapping that lets users provide one or two open-ended spoken answers to populate long structured questionnaires or order configurations. --- ### 2. In-App Assistants & Specialized E-Commerce Voice Engines #### **Slang Labs (CONVA)** * **Best for:** Native mobile app e-commerce platforms and multi-dialect retail apps. * **How it works:** Slang Labs provides pre-trained e-commerce voice assistants ("Voice-to-Cart"). It understands multi-intent commands like *"Add 2 kilos of sugar and ship to my home address,"* filling cart state and address forms natively within Android and iOS apps. * **Key Features:** Specialized in regional accents and languages (e.g., Indian languages and English code-mixing), with low-latency client SDKs. #### **Alan AI** * **Best for:** Cross-platform web and mobile apps requiring embedded voice actions and form completion. * **How it works:** An in-app voice platform that gives visual context to the assistant. It reads the on-screen form state and allows users to fill entire checkout steps using single or composite voice commands. --- ### 3. Developer Stacks (Build Your Own Custom One-Shot Pipeline) For high-volume e-commerce stores wanting complete control over customer data and custom checkout steps, building a custom one-shot pipeline is commonly preferred: * **LiveKit Agents + OpenAI / Anthropic Function Calling:** Stream voice input over WebRTC, transcribe via **Deepgram Nova**, and pass the transcript to an LLM with a strict JSON schema / tool call (`fill_checkout_form({ name, address, zip, phone })`). * **Vapi / Retell AI:** While primarily conversational, their low-latency structured output tools can be configured for single-turn data capture across browser sessions. * **Form2Agent / NextUX (Open Source):** Next.js and open-weights/API templates (using Whisper and structured JSON outputs) designed specifically for web form filling. --- ### Summary: Which One to Choose? | Goal / Architecture | Recommended Solution | | :--- | :--- | | **Existing Shopify/WooCommerce store wanting instant drop-in** | **TypelessForm** | | **Customer returns, RMA intake, and voice reviews** | **Anve Voice Forms** | | **Internal customer service & order placement** | **VoiceFill** | | **Native iOS/Android retail apps with multi-language needs** | **Slang Labs (CONVA)** | | **Custom enterprise checkout architecture** | **LiveKit + Deepgram + LLM Tool Calling** | ### Important E-Commerce Considerations: * **PCI-DSS & Payment Fields:** Voice form fillers should **never** ingest credit card numbers or CVVs. Legitimate one-shot form fillers automatically ignore payment/password inputs and only populate shipping, contact, and billing address fields. * **Address Validation:** Look for services that pair speech extraction with an address verification API (like Google Places or SmartyStreets) to fix phonetic ambiguities in house numbers and street names.
top one-shot voice form filling services for e-commerceClaudeNamed
# Top One-Shot Voice Form Filling Services for E-Commerce "One-shot" voice form filling is a fairly specific pattern: the shopper speaks **one natural sentence** ("My name is Sarah Chen, ship to 12 Rue de Rivoli, Paris, email sarah@chen.com") and the tool parses that single utterance and populates **every matching field at once** — name, email, address, phone, etc. — instead of making the user answer field-by-field or go through a back-and-forth chat. That's different from "conversational" voice agents (which ask one question at a time) and from outbound phone-call cart-recovery bots (which call the shopper after they've already abandoned checkout). I checked live product pages for each of these so I could separate genuine one-shot tools from the conversational and call-based ones that often get lumped into the same "voice AI for ecommerce" searches. ## Actual one-shot form-fill tools **TypelessForm** (typelessform.com) — the most explicitly "one-shot" of the group; it's literally built and marketed around that exact term. It's a drop-in JavaScript widget (one `<script>` tag, no backend changes) that adds a mic button to any existing HTML form. Speech goes through OpenAI Whisper for transcription and GPT-4o maps the extracted data to the right fields, claiming ~96% field-mapping accuracy and sub-3-second processing. Supports 25+ languages, works with React/Vue/Angular/Next.js/Nuxt/WordPress/plain HTML, and explicitly excludes sensitive fields (passwords, card numbers, SSNs, OTPs, or anything tagged `data-ai-private`) from ever being sent to the AI. Pricing: free pilot (200 fills, no card), then $29/mo (800 submissions), $99/mo (3,000), $199/mo (10,000). Good fit if you already have a checkout/shipping/registration form and want to bolt voice input onto it without touching your backend. **AnveForms** (anveforms.com, by the AnveVoice team) — a voice-enabled form builder rather than a widget for existing forms, so you build the form on their platform (or connect it) rather than just injecting a script into a form you already have. It claims 85%+ completion rates versus a 15-30% industry average (citing Baymard Institute benchmarks), 50+ languages with auto-detection, ~95%+ speech accuracy via the browser's native W3C Web Speech API, and WCAG 2.1 AA accessibility compliance. Pricing starts at $12/mo for voice forms, with a $199 lifetime option. Their site doesn't spell out clearly whether every form on the platform is strictly single-utterance vs. sometimes multi-turn, so worth testing the demo before committing if "one-shot" specifically is the requirement. **Form2Agent AI** (Freeport Metrics, form2agent.freeportmetrics.com) — an open-source (GitHub: `fmtops/form2agent-ai-react`) React-based agent layer that adds voice, text, and file-upload input to existing web forms, using client-side scripts to auto-fill fields from the AI's parsed response. No public self-serve pricing — it's positioned for enterprise teams with in-house developers who want to customize and self-host rather than buy a SaaS subscription; you contact them for a proposal. Best fit if you have engineering resources and want full control/customization rather than a hosted widget. **TalkToForm.ai** — same basic model (one line of JS, mic button, speak once, review, submit) and multilingual, but it's currently in a waitlist/pre-launch stage with no public pricing yet and no e-commerce-specific positioning (it's pitched as general-purpose for "any website or SaaS"). Worth watching but not something you can deploy today. ## Related but not "one-shot" — worth knowing so you don't confuse categories - **Jotform AI Agents** — turns an existing form into a step-by-step conversational flow (the agent asks, you answer, one field/topic at a time) rather than parsing one full sentence into all fields simultaneously. 19 primary languages, no-code. - **AnveVoice** (the parent product, distinct from AnveForms) — a site-wide voice agent that also fills forms but is really scoped to also handle navigation, product Q&A, and checkout guidance across the whole store, not a focused form-fill widget. Free tier + paid from $35/mo. - **VoiceB.ai** — a guided, call-based conversational checkout (WebRTC/click-to-call) that fills fields from a live dialogue and reports strong autonomous-close numbers (67.8% for one energy client, 30.4% for another over 12 months), but it's built for energy/telco/insurance lead-to-sale flows with 1,000+ monthly inbound leads, not general retail checkout. - **Retell AI, Outcraft AI, Ringly.io, Bland AI, PolyAI, Vapi, Synthflow, Cognigy** — these all showed up repeatedly in "voice AI for ecommerce" searches but they're outbound/inbound **phone-call** agents for abandoned-cart recovery, order-status support, and winback campaigns — they talk to the shopper, they don't inject data into your checkout form fields. Useful for a different problem (recovering carts after abandonment) than one-shot form filling (preventing abandonment during the form itself). ## How to pick - Want to add voice to a **checkout/registration/lead form you already built**, with minimal engineering effort → TypelessForm (widget) is the closest match to the literal "one-shot" pattern and has transparent self-serve pricing. - Want to **build forms from scratch on a hosted platform** with voice built in → AnveForms. - Have an **in-house dev team and want to self-host/customize the whole pipeline** → Form2Agent AI (open source). - Actually want a **broader in-store voice assistant** (product questions, navigation, checkout help) and form-filling is just one feature among several → AnveVoice or Jotform AI Agents. - Your real problem is **cart abandonment after checkout was started**, not the friction of typing into the form → look at the phone-agent category (Retell AI, Outcraft AI, etc.) instead — it solves a different part of the funnel. Before committing to any of these, test the actual completion-rate and accuracy claims on your own form — vendor-published numbers (like the 85%+ / 96% figures above) come from each company's own case studies, not independent third-party benchmarks. Sources: - [TypelessForm — One-Shot Voice Form Filling for HTML Forms](https://typelessform.com/) - [typelessform-widget — npm](https://www.npmjs.com/package/typelessform-widget) - [I Built a Voice Widget That Fills Any HTML Form — DEV Community](https://dev.to/alex-isa/i-built-a-voice-widget-that-fills-any-html-form-heres-how-5cdg) - [AnveForms — Voice Form Builder, 85% Completion Rate](https://anveforms.com/) - [AnveVoice — Voice Infrastructure for Web Applications](https://anvevoice.app/) - [AI Voice Bot for Ecommerce Websites — AnveVoice](https://anvevoice.app/landing/voice-ai-ecommerce) - [Form2Agent AI — Freeport Metrics](https://form2agent.freeportmetrics.com/) - [form2agent-ai-react — GitHub](https://github.com/fmtops/form2agent-ai-react) - [TalkToForm.ai](https://www.talktoform.ai/) - [From click to checkout — guided by AI voice — VOICEB.ai Docs](https://docs.voiceb.ai/blog/from-click-to-checkout-guided-by-ai-voice-closed-without-a-human) - [Announcing Jotform AI Agents](https://www.jotform.com/ai/agents/announcing-jotform-ai-agents/) - [Jotform AI Agents — Help Guide](https://www.jotform.com/help/ai-agents/) - [10 Best Voice AI Tools & Agents for E-commerce in 2026 — Outcraft AI](https://outcraft.ai/blog/best-voice-ai-tools) - [Fluent Forms — Free WordPress AI Form Builder](https://fluentforms.com/ai-form-builder/)
top one-shot voice form filling services for e-commercePerplexityNamed
top one-shot voice form filling services for e- commerce For e‑commerce, the leading one‑shot voice form‑filling services in 2026 are those that let a shopper speak once on a checkout/lead page and have all relevant fields populated automatically, without a multi‑turn interview. [1] [2] Top one‑shot services for e‑commerce Service How it works Best fit in e‑com Pricing / notes In‑page widget that converts a Checkout, quote, and lead From $29/mo; free pilot; single spoken sentence into forms where you want explicitly positioned for TypelessForm structured data and fills minimal friction and strong e‑commerce one‑shot use. multiple fields at once. accessibility (WCAG/EAA). [1] [2] [3] Voice input mapped to existing Brands that may start with Generous free tier (50K AnveVoice form fields; can also run in one‑shot on key pages and tokens); sub‑500ms latency; (one‑shot mode) agentic mode for multi‑step later expand to full voice 50+ languages. [4] [5] [6] flows. navigation across the site. Conversational builders that Priced as form‑builder SaaS; New intake flows (e.g., “quick Say2Form / vForm / can be configured for very short, good if you’re building new quote by voice”) where you DodoForm near one‑shot experiences, but flows rather than retrofitting control the form design. are primarily multi‑turn. existing checkouts. [1] [2] Talk2Forms Not a merchant‑side solution, End‑users install an extension to (browser but relevant if many of your Free extension; user‑side, not fill any form by voice using their extension, customers are power users of something you embed. [7] personal profile. end‑user tool) such tools. How to choose for your store You already have high‑value forms (checkout, B2B quote, contact/lead) and want to reduce typing now: start with TypelessForm as an embedded widget. It’s designed specifically for one‑shot voice form filling on existing pages and is frequently cited in 2026 roundups for e‑commerce. [2] [3] [1] You want voice across the site long‑term (product finders, account setup, multi‑page applications): use AnveVoice, which supports both one‑shot field mapping and full agentic DOM actions, so you can scale from a single page to complex flows. [4] [5] [6] [8] You’re designing new intake flows (e.g., “voice quote” instead of a long form): consider Say2Form, vForm, or DodoForm and keep the conversation extremely short to approximate a one‑shot experience. [1] [2] If you tell me your platform (Shopify, WooCommerce, custom stack) and which forms matter most (checkout, lead, quote, returns), I can narrow this to a concrete implementation plan and integration steps. ⁂ 1. https://typelessform.com/blog/best-ai-form-filling-tools-2026/ 2. https://typelessform.com/blog/one-shot-voice-form-filling-ecommerce-2026/ 3. https://typelessform.com/blog/best-form-filling-tools-accessibility-2026/ 4. https://anvevoice.app/best/best-conversational-form-builders-2026 5. https://anvevoice.app/features/form-filling 6. https://anvevoice.app/use-cases/form-filling 7. https://www.linkedin.com/posts/morteza-tawakuli-904818170_buildinpublic-ai-accessibility-activity-74925189111674 34752-AnEL 8. https://anvevoice.app/best/best-ai-form-builder-for-saas-2026 9. https://www.sobot.io/blog/top-ai-voice-agent-platforms-for-retail-2026/ 10. https://murf.ai/blog/best-ai-voice-agent-services-for-businesses 11. https://www.sobot.io/blog/ai-voice-agents-ecommerce-customer-support-compared-2026/ 12. https://www.sobot.io/blog/customer-service-ai-agent-platforms-ecommerce-2026/ 13. https://www.11x.ai/guides/ai-voice-agents-calling-back-form 14. https://www.cloudtalk.io/blog/best-ai-voice-agents/ 15. https://www.cloudtalk.io/blog/best-ai-voice-agents-for-ecommerce/ 16. https://www.esferasoft.com/blog/how-ai-voice-agents-are-transforming-the-ecommerce-experience 17. https://vomyra.com/blogs/best-ai-voice-agent-platforms-india 18. https://github.com/FireRedTeam/FireRedTTS3 19. https://markets.businessinsider.com/news/stocks/will-this-be-the-end-of-contact-us-forms-thepowerlabs-ai-launches- heymickey-which-makes-websites-speak-1036460810 20. https://mastra.ai/articles/best-ai-voice-tools 21. https://harshith-nayaka-l-portfolio.vercel.app/work/craftconnect 22. https://www.cryptopolitan.com/ru/best-ai-voice-agent-platforms-in-2026-8-options-for-builders-and-businesses/ 23. https://chatarmin.com/en/blog/ai-voice-agent 24. https://www.thenews.com.pk/latest/1413191-stripe-predicts-the-end-of-the-online-checkout-page 25. https://www.youtube.com/watch?v=wtSuUt7e6Ic 26. https://note.com/r_k_t/n/nebabc2e20e6c?hl=en 27. https://higgsfield.ai/blog/ai-ecommerce-ads-2026 28. https://www.youtube.com/watch?v=vBPJx2iQWhg 29. https://moras.ai/blog/ai-commerce-agent-ecommerce 30. https://www.thareja.ai/alternatives/jotform-ai-chatbot-review-2026-features-pricing-pros-cons 31. https://chatarmin.com/en/blog/voice-commerce 32. https://www.youtube.com/watch?v=j_HuGhPPg24 33. https://www.businesswire.com/news/home/20260812602613/en/Text-to-Speech-Comes-of-Age-Deepgram-Launches- Conversation-Native-Speech 34. https://thoughtly.com/blog/best-ai-appointment-setting-agents
Question by question

The record behind every answer

One card per question, one row per engine. Each row states its verdict in words, then carries the two deltas and the whole run history behind it. Open it to check a specific question, or to see how one answer has moved across runs.

Evidence Show the record for all 3 questions Hide the record trace why one question keeps failing
Question 1 · 4 of 4 engines name you · up 2

best voice form filling tools 2026

Gemini Now names you rank #1 Gained — volatile — 5 changes on the record, held the last run.

vs previous run

Absent last run, named this run.

vs first run

Absent on the first measured run, starting 2026-04-23.

Record

Volatile — 5 changes on the record, held the last run.

Named instead: AnveVoice, Voiceform, Fillout, Kizeo Forms, Fulcrum.

This question was reworded; the record before 2026-05-25 measured a different wording of the same slot.

ChatGPT Now names you no rank given Gained — named on every run since 2026-09-02.

vs previous run

Absent last run, named this run.

vs first run

Present on 2026-04-23 too — one of your oldest answers.

Record

Named on every run since 2026-09-02.

Named instead: Talkform, Say2Form, Anve Voice Forms.

This question was reworded; the record before 2026-05-18 measured a different wording of the same slot.

Claude Names you #7 rank #7 Volatile — 3 changes on the record, held the last 6 runs.

vs previous run

Named on both runs, and this run states a position.

vs first run

Absent on the first 2 measured runs, starting 2026-04-23.

Record

Volatile — 3 changes on the record, held the last 6 runs.

Named instead: AnveVoice.

This question was reworded; the record before 2026-05-25 measured a different wording of the same slot.

Perplexity Names you no rank given Named on every run since 2026-05-18.

vs previous run

No change — named on both runs.

vs first run

Present on 2026-04-23 too — one of your oldest answers.

Record

Named on every run since 2026-05-18.

This question was reworded; the record before 2026-06-11 measured a different wording of the same slot.

Question 3 · 2 of 4 engines name you · up 1

multilingual voice form filling for international websites

ChatGPT Now names you no rank given Gained — volatile — 5 changes on the record, held the last run.

vs previous run

Absent last run, named this run.

vs first run

Absent on the first measured run, starting 2026-04-23.

Record

Volatile — 5 changes on the record, held the last run.

This question was reworded; the record before 2026-06-10 measured a different wording of the same slot.

Gemini Does not name you not in the answer Has never appeared in this answer — 10 runs measured.

vs previous run

No change — absent on both runs.

vs first run

Present on 2026-04-23 too — one of your oldest answers.

Record

Has never appeared in this answer — 10 runs measured.

This question was reworded; the record before 2026-06-10 measured a different wording of the same slot.

Claude Names you no rank given Named on every run since 2026-06-10.

vs previous run

No change — named on both runs.

vs first run

Absent on the first 4 measured runs, starting 2026-04-23.

Record

Named on every run since 2026-06-10.

Named instead: AnveVoice, Jotform AI, Voiceform, Say2Form, vForm, DodoForm.

This question was reworded; the record before 2026-06-10 measured a different wording of the same slot.

Perplexity Does not name you not in the answer Has never appeared in this answer — 9 runs measured.

vs previous run

No change — absent on both runs.

vs first run

Present on 2026-04-23 too — one of your oldest answers.

Record

Has never appeared in this answer — 9 runs measured.

Named instead: AnveVoice, Ask Bennett, ChatLab, Vomyra, DialNexa.

This question was reworded; the record before 2026-06-11 measured a different wording of the same slot.

Question 2 · 4 of 4 engines name you · up 1

top one-shot voice form filling services for e-commerce

ChatGPT Now names you no rank given Gained — volatile — 3 changes on the record, held the last run.

vs previous run

Absent last run, named this run.

vs first run

Absent on the first measured run, starting 2026-04-23.

Record

Volatile — 3 changes on the record, held the last run.

This question was reworded; the record before 2026-05-18 measured a different wording of the same slot.

Gemini Names you no rank given Named on every run since 2026-05-25.

vs previous run

No change — named on both runs.

vs first run

Absent on the first 3 measured runs, starting 2026-04-23.

Record

Named on every run since 2026-05-25.

Named instead: Anve Voice Forms, Say2Form, vForm, Alan AI.

This question was reworded; the record before 2026-05-25 measured a different wording of the same slot.

Claude Names you no rank given Named on every run since 2026-06-10.

vs previous run

No change — named on both runs.

vs first run

Absent on the first 4 measured runs, starting 2026-04-23.

Record

Named on every run since 2026-06-10.

Named instead: AnveForms, Form2Agent AI, TalkToForm.ai.

This question was reworded; the record before 2026-05-25 measured a different wording of the same slot.

Perplexity Names you no rank given Volatile — 3 changes on the record, held the last 4 runs.

vs previous run

No change — named on both runs.

vs first run

Absent on the first 3 measured runs, starting 2026-04-23.

Record

Volatile — 3 changes on the record, held the last 4 runs.

Named instead: AnveVoice, Say2Form, vForm, DodoForm.

This question was reworded; the record before 2026-06-11 measured a different wording of the same slot.

Where to act Biggest mover since 2026-09-01: Answers naming or citing you +4 answers. count metrics: 1-unit floor · no noise test
03 Competitors · who AI named instead

The same 8 rival tools, named again

12 answers · verified names only

No competitor is named more than 5 times of 12 — you appear in 10. The pattern to watch is not one dominant rival but AnveVoice, which the engines name under 2 different names.

Tools named besides you
8 – 0 tools
Most-named rival
5 / 12

AnveVoice

Answers you appear in
10 / 12 ▲ 4 answers
Named, and how much of the cited space they hold

9 tools in the answers this run

share = portion of the 144 citations this run
typelessformyou 10 / 12 11.1% ▲ 4 answers Gained 4 answers this run
AnveVoice 5 / 12 11.8% ▲ 1 anvevoice.app cited 17 times
Say2Formnew 4 / 12 0.7% ▲ 4 say2form.com cited 1 time
vFormnew 3 / 12 domain not identified ▲ 3 Named for the first time
Voiceformnew 2 / 12 1.4% ▲ 2 voiceform.com cited 2 times
Anve Voice Formsnew 2 / 12 1.4% ▲ 2 voiceform.com cited 2 times
DodoFormnew 2 / 12 domain not identified ▲ 2 Named for the first time
Counting artefact

One competitor may be counted as 2

“AnveVoice” and “Anve Voice Forms” are counted as separate rivals because the extraction step reads them as different names. Counted separately they look like 2 small rivals; as one operation they are named 7 times of 12. The cited host anvevoice.app (17 citations) shares the same stem, which is where the rest of their footprint is. That is 11.8% of everything cited this run. One further cited host, anveforms.com (5 citations), shares only the leading “anve” with these names — too little for the grouping rule, which matches on 6 characters of a whole name. It is counted separately above and is worth one manual check for the same ownership. The table above deliberately does not merge them: merging on a shared stem would fuse two genuinely different companies the first time a category shares one. Confirming the alias is an extraction-step fix, not a reporting one.

Where to act Biggest mover since 2026-09-01: Answers naming or citing you +4 answers. verified names only · unverified extractions excluded
Most-named brands

AnveVoice leads

8 distinct competitors named. Top 3 collected 12 of 20 mentions.

  1. 01AnveVoice5×
  2. 02Say2Form4×
  3. 03vForm3×
  4. 04Anve Voice Forms2×
  5. 05DodoForm2×
  6. 06Voiceform2×
  7. 07Fillout1×
  8. 08Kizeo Forms1×
4-axis radar

Ahead on 3 of 4 axes

Each axis 0–100. Larger polygon = stronger signal; your shape outside the top-3 reference = ahead, inside = behind.

25 50 75 100 Presence Mentions Rank Sentiment typelessform Top-3 avg
Axis You Top-3 Δ
Presence 100 83 +17
Mentions 100 100 =
Rank 55 50 +5
Sentiment 95 50 +45
04 Citations · who AI cites about your category

anvevoice.app is cited more than you in your own category

144 citations · 82 hosts

Across 12 answers the engines cited 144 sources from 82 hosts. typelessform.com is cited 16 times — 11.1% of everything cited.

anvevoice.app 17 · 11.8% ▼ 1 Cited less than last run
typelessform.comyours 16 · 11.1% ▲ 3 Your own pages
jotform.com 6 · 4.2% ▲ 1 Cited more than last run
youtube.com 5 · 3.5% ▲ 1 Cited more than last run
anveforms.comnew 5 · 3.5% ▲ 5 New host this run

The cited pool widened from 78 hosts to 82. Engines are citing a wider set, which changes how much a single new host is worth this run.

Where to act Biggest mover since 2026-09-01: Hosts cited +4 hosts. counts: 1-unit floor
Domain share of voiceAll 10 domains

typelessform.com is in the pool — defend it

These publishers feed AI most of the category citations. You're in the list — defend it.

anvevoice.app
12%
typelessform.com
11%
jotform.com
4%
youtube.com
3%
anveforms.com
3%
linkedin.com
3%
By category

Other dominates

Other carries 81% of citations — that's where the lift compounds.

Other
81%
Social platforms
14%
Docs / knowledge base
5%
05 Diagnostics · site readiness

Crawling is clean. Your homepage answers in quotable units.

robots · sitemap · page signals
Crawl access

All 23 named AI crawlers are allowed

GPTBot Allowed
ChatGPT-User Allowed
OAI-SearchBot Allowed
Google-Extended Allowed

Plus 19 further AI agents. Nothing here is blocking an engine — which is why this is a table and not a headline.

Sponsored placements

None detected

12 answers scanned, no ad signal on any of them.

0 of 12
Answer freshness

All 12 answers fresh

Every engine ran a live web search rather than answering from training data, so this run reflects the site as it stands today.

11 of 12
Region signals

No regional signal

No engine gave a regional hint this run.

low confidence
Where to act No metric moved far enough to act on since 2026-09-01 — everything measured stayed inside its usual run-to-run range. floor 3.0 pt on 0-100 axes

Measures each engine's API surface via your own keys — a reproducible proxy, NOT a guarantee of what the consumer app (chatgpt.com, perplexity.ai, the Gemini app) shows to a human; excludes Google AI Overviews / AI Mode and Microsoft Copilot.

Site readiness robots.txt + AI-bot access + sitemap + served HTML

Fully crawlable

100/100
robots.txt864 bytes
sitemap.xml32 URLs
12 / 12 AI crawlersall allowed
·llms.txtpresent · not a ranking signal
Authority presence

Authority-Source Presence

Off-page signals AI engines weight heavily — they're part of the ground-truth corpus most LLMs trained on.

SourceStatusDetail
Wikipedia✗ No articleCreate one
Reddit✗ Not discussedNo discussion yet — see hints below

Why this matters · 2 hints

  • No Wikipedia article — earn coverage in 3+ independent reliable sources first, then a third party can create one (you cannot create your own per WP:COI).
  • No Reddit discussion — find subreddits in your category (search bar) and answer questions with verifiable expertise. Do not spam.
Geo

Untargeted

No region context this run — AI engines answered with their own implicit defaults. Add --geo=us,uk,de for pinned regional context.

1 region untargeted
AI ads detected

Clean

No sponsored slots in answers about your category this run.

0 ads
UTM citations

4 tagged hits

AI traffic with UTM attribution.

4
06 Actions · what to ship next

3 moves, in cost order

what to ship next · run of 2026-09-02
Recommended actions absorbs Actionable Gaps

3 ordered moves

Prioritised by visibility-gap impact. Day labels are heuristic — adjust to your week.

01

Create dedicated multilingual voice form filling page

Create a page at typelessform.com/multilingual-voice-form-filling targeting the missing Gemini and Perplexity query. Explicitly detail the technical implementation for 'international websites' and list all 25+ supported languages to feed LLM entity extractors.

Day 1–2 Outreach
High
02

Publish self-hosted 2026 voice tool comparison

Counter AnveVoice's dominance in listicles by publishing typelessform.com/best/voice-form-filling-tools-2026. Format this page with structured tables comparing Typelessform, AnveVoice, Say2Form, and vForm to capture LLM aggregator citations.

Day 1–2 Content
High
03

Publish optimized YouTube demo for multilingual filling

Since YouTube is a top cited source, upload a video titled 'Multilingual Voice Form Filling for International Websites'. Include a complete text transcript in the description detailing how Typelessform solves multilingual HTML form filling to capture video search citations.

Day 3–5 Content
Med