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Published method

Public AI Voice & Audio brand benchmark

Ranks a reviewed AI Voice & Audio brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.

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

BoardPrimary measureRowsConfidenceSnapshotBoard versionRefreshBoard
AI voice & audio rankpublic-prompt-brand-recommendation-presence12100%Oct 7, 20264-ai-voice-audio-platforms-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI voice & audio rank
AI voice & audio presencepublic-prompt-brand-mention-coverage12100%Oct 7, 20264-ai-voice-audio-platforms-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI voice & audio presence
AI voice & audio citation sharepublic-prompt-brand-citation-share12100%Oct 7, 20264-ai-voice-audio-platforms-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI voice & audio citation share
AI voice & audio engine breadthpublic-prompt-brand-engine-breadth12100%Oct 7, 20264-ai-voice-audio-platforms-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI voice & audio engine breadth
AI voice & audio in OpenAI model API answerspublic-prompt-openai-brand-recommendation-presence12100%Oct 7, 20264-ai-voice-audio-platforms-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI voice & audio in OpenAI model API answers
AI voice & audio in Anthropic model API answerspublic-prompt-anthropic-brand-recommendation-presence12100%Oct 7, 20264-ai-voice-audio-platforms-2026-07-27-models-64232fd32583Rotating scheduleOpen the board: AI voice & audio in Anthropic model API answers
AI voice & audio in Gemini model API answerspublic-prompt-gemini-brand-recommendation-presence12100%Oct 7, 20264-ai-voice-audio-platforms-2026-07-27-models-64232fd32583Rotating scheduleOpen 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.

                          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.