Real ChatGPT answer · index seedc2wznyhnnEscompleteEntertainment and media · podcastscommercial

Which speech-to-text AI models currently provide the highest accuracy for transcribing heavily accented speakers on our global industry podcast?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which speech-to-text AI models currently provide the highest accuracy for transcribing heavily accented speakers on our global industry podcast?
1 real search · 1 real-search pass
2026 best speech to text ASR models accented speech multilingual benchmark Whisper Deepgram Nova-3 AssemblyAI Universal-3 Google Chirp 3 Speechmatics ElevenLabs ScribeGoogle ↗
OBSERVEDComparison

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
2026 best speech to text ASR models accented speech multilingual benchmark Whisper Deepgram Nova-3 AssemblyAI Universal-3 Google Chirp 3 Speechmatics ElevenLabs Scribe Google ↗
  1. Benchmarks · assemblyai.com
  2. Why speech-to-text accuracy is the hidden bottleneck in your AI agent pipeline · assemblyai.com
  3. ElevenLabs · elevenlabs.io
  4. AssemblyAI · assemblyai.com
  5. Speechmatics · speechmatics.com
  6. Voice AI benchmarks · deepgram.com
  7. Models & Languages Overview · developers.deepgram.com
  8. Deepgram · deepgram.com
  9. 04. Speech and Music Models · artificialanalysis.ai
  10. Google Cloud Speech-to-Text · cloud.google.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 best speech to text ASR models accented speech multilingual benchmark Whisper Deepgram Nova-3 AssemblyAI Universal-3 Google Chirp 3 Speechmatics ElevenLabs Scribe
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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