Published method
Public AI Voice & Audio brand benchmark
4-ai-voice-audio-platforms-2026-07-27-models-64232fd32583
Version
Jul 27, 2026
Published
7
Boards
public-ai-voice-audio-platforms
Method ID
Where the facts come from
- Providers
- Provider
openai
- Configured Model
openai/gpt-4o-mini
- Provider
anthropic
- Configured Model
anthropic/claude-haiku-4-5
- Provider
gemini
- Configured Model
google/gemini-2.5-flash
- Provider Views
- Provider
openai
- Board Slug
ai-voice-audio-platforms-brand-openai-visibility
- Primary Metric Slug
public-prompt-openai-brand-recommendation-presence
- Provider
anthropic
- Board Slug
ai-voice-audio-platforms-brand-anthropic-visibility
- Primary Metric Slug
public-prompt-anthropic-brand-recommendation-presence
- Provider
gemini
- Board Slug
ai-voice-audio-platforms-brand-gemini-visibility
- Primary Metric Slug
public-prompt-gemini-brand-recommendation-presence
- Provider Matrix Version
64232fd32583
How the order is produced
recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug
When the method reruns
- The prompt boards are re-run in rotation, about one category a day, so each board refreshes every few weeks and shows the date of its snapshot.
Boards
Boards using this version
| Board | Primary measure | Rows | Confidence | Snapshot | Board version | Refresh | Board |
|---|---|---|---|---|---|---|---|
| AI voice & audio rank | public-prompt-brand-recommendation-presence | 12 | 100% | Oct 7, 2026 | 4-ai-voice-audio-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI voice & audio rank |
| AI voice & audio presence | public-prompt-brand-mention-coverage | 12 | 100% | Oct 7, 2026 | 4-ai-voice-audio-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI voice & audio presence |
| AI voice & audio citation share | public-prompt-brand-citation-share | 12 | 100% | Oct 7, 2026 | 4-ai-voice-audio-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI voice & audio citation share |
| AI voice & audio engine breadth | public-prompt-brand-engine-breadth | 12 | 100% | Oct 7, 2026 | 4-ai-voice-audio-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI voice & audio engine breadth |
| AI voice & audio in OpenAI model API answers | public-prompt-openai-brand-recommendation-presence | 12 | 100% | Oct 7, 2026 | 4-ai-voice-audio-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI voice & audio in OpenAI model API answers |
| AI voice & audio in Anthropic model API answers | public-prompt-anthropic-brand-recommendation-presence | 12 | 100% | Oct 7, 2026 | 4-ai-voice-audio-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI voice & audio in Anthropic model API answers |
| AI voice & audio in Gemini model API answers | public-prompt-gemini-brand-recommendation-presence | 12 | 100% | Oct 7, 2026 | 4-ai-voice-audio-platforms-2026-07-27-models-64232fd32583 | Rotating schedule | Open the board: AI voice & audio in Gemini model API answers |
Versioned contract
Complete measurement ledger
Cohort
Not specified.
Prompts
- Slug
best-ai-voice-platform
- Text
Which AI voice and audio platforms are best for speech generation, recognition, conversational agents, quality, latency, languages, and safety?
- Intent
recommendation
- Slug
ai-voice-conversational-agents
- Text
Recommend an AI voice platform for real-time customer agents that need low latency, interruptions, turn taking, tools, telephony, and monitoring.
- Intent
recommendation
- Slug
ai-voice-text-to-speech
- Text
Which AI voice platforms are strongest for natural text-to-speech with emotion, pronunciation, style, consistency, languages, and long-form audio?
- Intent
recommendation
- Slug
ai-voice-speech-recognition
- Text
Recommend an AI audio platform for accurate real-time speech recognition with speakers, jargon, noisy calls, languages, timestamps, and redaction.
- Intent
recommendation
- Slug
ai-voice-localization
- Text
Which AI voice platforms are best for multilingual dubbing and localization with translation, voice preservation, timing, editing, and human review?
- Intent
recommendation
- Slug
ai-voice-enterprise
- Text
Recommend an enterprise AI voice platform with administration, private data controls, consent, residency, audit logs, reliability, and support.
- Intent
recommendation
- Slug
ai-voice-developer-api
- Text
Which AI speech APIs are best for production applications that need streaming, predictable latency, SDKs, observability, scale, and pricing?
- Intent
recommendation
- Slug
ai-voice-affordable
- Text
Recommend an affordable AI voice platform for a small team that needs quality speech, editing, exports, commercial use, and transparent limits.
- Intent
recommendation
- Slug
ai-voice-buying-criteria
- Text
Compare AI voice platforms on naturalness, recognition, latency, languages, control, agents, integrations, safety, reliability, and price.
- Intent
commercial
- Slug
ai-voice-quality-test
- Text
Create a reproducible AI voice benchmark covering naturalness, intelligibility, pronunciation, emotion, speakers, noise, accents, and difficult vocabulary.
- Intent
commercial
- Slug
ai-voice-latency-test
- Text
Design a real-time voice test covering first-audio latency, streaming, interruptions, endpointing, turn taking, tool calls, recovery, and concurrency.
- Intent
commercial
- Slug
ai-voice-safety-consent
- Text
Compare AI voice platforms on speaker consent, cloning controls, detection, watermarking, impersonation, abuse response, provenance, and deletion.
- Intent
commercial
- Slug
ai-voice-security
- Text
Compare AI voice platforms on audio retention, model training, encryption, permissions, residency, regulated data, audit logs, and deletion.
- Intent
commercial
- Slug
ai-voice-pricing
- Text
How should a buyer compare AI voice pricing across characters, minutes, streaming, concurrency, custom voices, recognition, telephony, and support?
- Intent
commercial
- Slug
ai-voice-lock-in
- Text
Which criteria expose voice, pronunciation, dataset, transcript, agent, telephony, project, export, and API lock-in in an AI audio platform?
- Intent
commercial
- Slug
ai-voice-shortlist
- Text
Create a shortlist of AI voice and audio vendors for a global company standardizing governed speech applications across products and operations.
- Intent
commercial
Category
ai-voice-audio-platforms
Providers
- Provider
openai
- Configured Model
openai/gpt-4o-mini
- Provider
anthropic
- Configured Model
anthropic/claude-haiku-4-5
- Provider
gemini
- Configured Model
google/gemini-2.5-flash
Cost Policy
- Cost Basis
Provider-reported LLM cost returned by the existing AI Rank provider/cache layer.
- Maximum Daily Billed Cost Usd
2.00
- Maximum Daily Provider Calls
60
- Maximum Daily Provider Attempts Including Retries
72
Limitations
- This is one response per prompt/provider pair in each run; model output can vary between runs.
- The fixed 16-prompt AI Voice & Audio category does not estimate general market share or brand awareness.
- Presence share and citation share are relative only to the reviewed 12-brand universe; untracked brands are excluded from those denominators.
- OpenAI, Anthropic, and Google are both evaluated brands and configured model providers; no self-provider bias correction is applied.
Rank Formula
recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug
Answer Policy
- Published Evidence
answer hashes, deterministic bounded brand counts, and deduplicated URL-derived citation counts
- Full Provider Answers Published
No
- Full Provider Answers Stored In Public Index
No
Corpus Version
ai-voice-audio-platforms-2026-07-27
Provider Views
- Provider
openai
- Board Slug
ai-voice-audio-platforms-brand-openai-visibility
- Primary Metric Slug
public-prompt-openai-brand-recommendation-presence
- Provider
anthropic
- Board Slug
ai-voice-audio-platforms-brand-anthropic-visibility
- Primary Metric Slug
public-prompt-anthropic-brand-recommendation-presence
- Provider
gemini
- Board Slug
ai-voice-audio-platforms-brand-gemini-visibility
- Primary Metric Slug
public-prompt-gemini-brand-recommendation-presence
Runner Version
4
Canonical Brands
- Name
ElevenLabs
- Aliases
- ElevenLabs
- ElevenLabs Voice AI
- Entity Slug
elevenlabs
- Primary Domain
elevenlabs.io
- Citation Domains
- elevenlabs.io
- help.elevenlabs.io
- Case Sensitive Aliases
- Name
OpenAI Audio
- Aliases
- OpenAI Audio
- OpenAI Realtime API
- Entity Slug
openai-audio
- Primary Domain
openai.com
- Citation Domains
- openai.com
- platform.openai.com
- Case Sensitive Aliases
- Name
Google Cloud Speech
- Aliases
- Google Cloud Speech
- Google Speech-to-Text
- Entity Slug
google-cloud-speech
- Primary Domain
cloud.google.com
- Citation Domains
- cloud.google.com
- Case Sensitive Aliases
- Name
Azure AI Speech
- Aliases
- Azure AI Speech
- Microsoft Azure Speech
- Entity Slug
azure-ai-speech
- Primary Domain
azure.microsoft.com
- Citation Domains
- azure.microsoft.com
- learn.microsoft.com
- Case Sensitive Aliases
- Name
Deepgram
- Aliases
- Deepgram
- Deepgram Voice AI
- Entity Slug
deepgram
- Primary Domain
deepgram.com
- Citation Domains
- deepgram.com
- developers.deepgram.com
- Case Sensitive Aliases
- Name
AssemblyAI
- Aliases
- AssemblyAI
- Entity Slug
assemblyai
- Primary Domain
assemblyai.com
- Citation Domains
- assemblyai.com
- Case Sensitive Aliases
- Name
Cartesia
- Aliases
- Cartesia
- Cartesia Sonic
- Entity Slug
cartesia
- Primary Domain
cartesia.ai
- Citation Domains
- cartesia.ai
- docs.cartesia.ai
- Case Sensitive Aliases
- Name
PlayHT
- Aliases
- PlayHT
- Play.ht
- Entity Slug
playht
- Primary Domain
play.ht
- Citation Domains
- play.ht
- Case Sensitive Aliases
- Name
Murf AI
- Aliases
- Murf AI
- Murf Studio
- Entity Slug
murf-ai
- Primary Domain
murf.ai
- Citation Domains
- murf.ai
- Case Sensitive Aliases
- Name
Resemble AI
- Aliases
- Resemble AI
- Entity Slug
resemble-ai
- Primary Domain
resemble.ai
- Citation Domains
- resemble.ai
- docs.resemble.ai
- Case Sensitive Aliases
- Name
Speechmatics
- Aliases
- Speechmatics
- Entity Slug
speechmatics
- Primary Domain
speechmatics.com
- Citation Domains
- speechmatics.com
- docs.speechmatics.com
- Case Sensitive Aliases
- Name
Hume AI
- Aliases
- Hume AI
- Hume EVI
- Entity Slug
hume-ai
- Primary Domain
hume.ai
- Citation Domains
- hume.ai
- dev.hume.ai
- Case Sensitive Aliases
Benchmark Version
4-ai-voice-audio-platforms-2026-07-27-models-64232fd32583
Evaluation Surface
- Search
A common Rank.ai web-search tool is available to all three configured models.
- Gateway
Rank.ai's configured OpenRouter-compatible gateway
- Not Consumer Products
Results measure the configured model/API runs, not the ChatGPT, Claude, or Gemini consumer application interfaces.
Strict Completeness
- Prompt Count
16
- Provider Count
3
- Required Successful Runs
48
Measurement Semantics
- Confidence
A value of 1.0 means the complete frozen cohort passed the deterministic extraction and publication gates; it is not a statistical confidence interval.
- Citation Share Denominator
Distinct answer-level HTTP(S) citation URLs whose URL-derived hostname matches any reviewed brand domain.
- Presence Share Denominator
The sum of reviewed-brand answer-presences. One answer may contribute presence to multiple brands.
- Mention Coverage Denominator
48 answers: all 16 prompts multiplied by 3 configured providers.
- Provider Citation Share Denominator
Distinct reviewed-brand-domain citations within the named configured model API provider's 20-answer cohort.
- Recommendation Presence Denominator
24 answers: recommendation-intent prompts multiplied by 3 configured providers.
- Provider Mention Coverage Denominator
16 prompts for the named configured model API provider.
- Provider Recommendation Presence Denominator
8 recommendation-intent prompts for the named configured model API provider.
Provider Matrix Version
64232fd32583
Recommendation Semantics
Presence means mentioned or cited in an answer to a recommendation-intent prompt. It does not claim positive recommendation, endorsement, or sentiment.
See how often AI names you.
Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.
- Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
- Who gets namedEvery competitor in the answers, most named first.
- The pages AI readsThe sources behind each answer.
- Three fixesWhat to fix first, with a brief for the first article.