Less guesswork. Better tools.
Best AI meeting assistants for notes, summaries and follow-up
Quick answer: Use speech-recognition evidence as context, then compare the complete meeting workflow through reviews.
Independent benchmarks. Real-world opinions. A clearer picture of what’s worth your time.
Your next tool. Your call.Transparent rankings. No paid placements. Model benchmarks
Model leaderboard
Model scores measure a specific task. They do not rank complete SaaS products.
Open interactive source #ModelAvailable throughMean WER
01ARK-ASR-3BEdge0
Hugging Face
4.76%
02MOSS-Transcribe-preview-2BOpenMOSS
Hugging Face
4.87%
03MOSS-Transcribe-DiarizeOpenMOSS
Hugging Face
5.17%
04Cohere Transcribe 03-2026Cohere
Cohere API
5.42%
05ARK-ASR-0.6BEdge0
Hugging Face
5.53%
Open ASR leaderboard · Sep 2026 · Lower is better
Source snapshot
Benchmark charts
Hugging Face & contributors · 2026-09-11MOSS-Transcribe-preview-2BOpenMOSS
4.87%MOSS-Transcribe-DiarizeOpenMOSS
5.17%Cohere Transcribe 03-2026Cohere
5.42%Gap to leader
Lower is better
ARK-ASR-3BLeader
MOSS-Transcribe-preview-2B0.11 Mean WER
MOSS-Transcribe-Diarize0.41 Mean WER
Cohere Transcribe 03-20260.66 Mean WER
ARK-ASR-0.6B0.77 Mean WER
Model access and apps
Available through
Model scores measure a specific task. They do not rank complete SaaS products.
Products ARK-ASR-3BEdge0
Hugging Face
MOSS-Transcribe-preview-2BOpenMOSS
Hugging Face
MOSS-Transcribe-DiarizeOpenMOSS
Hugging Face
Cohere Transcribe 03-2026Cohere
Cohere API
ARK-ASR-0.6BEdge0
Hugging Face
07LIVE
Open ASR Leaderboard
Transcription accuracy and speed
Word error rateInference speedDataset coverage
- Source
- Hugging Face & contributors
- Checked
- 2026-09-11
TapToMarket did not run these tools or benchmarks. We organize external evidence and state where it applies.