All tasks / Voice & audio

Transcription

Speech-recognition models ranked by word error rate, transcription and dictation apps, and open engines that transcribe entirely on your own machine.

Models are ranked by Artificial Analysis Speech to Text: AA-WER v2 (non-streaming), Hugging Face Open ASR Leaderboard (English, short-form average WER), Artificial Analysis Speech to Text: AA-WER Streaming, then Coval Benchmarks: Speech-to-Text WER (24h window) for models without a result on the first. Tools inherit the tier of the best model they offer. How we rank.

Rank by
Highlight

Models

The engines themselves. Use them through an API or inside the apps on the right.

Cloud
S Fun-Realtime-ASR (preview)Alibaba1.7% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)S MAI-Transcribe-2 (preview)Microsoft AI · $0.0017/min of audio2% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$S Scribe v2ElevenLabs · $0.0037/min of audio2.2% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)S Grok Voice Transcribe 2.0xAI · $0.0017/min of audio2.3% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)S StepAudio 3 ASRStepFun · $0.0067/min of audio2.5% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)S Gemini 3.5 TranscribeGoogle · $0.0050/min of audio2.6% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)A Ink-2Cartesia · $0.0040/min of audio3.4% on Artificial Analysis Speech to Text: AA-WER StreamingA Scribe V2 ProZoom · $0.0033/min of audio2.8% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)A Saaras v4Sarvam AI · $0.0052/min of audio3.5% on Artificial Analysis Speech to Text: AA-WER StreamingA Universal-3.6 Pro StreamingAssemblyAI · $0.0075/min of audio3.6% on Artificial Analysis Speech to Text: AA-WER StreamingA Gemini 3.1 Pro (Preview)Google · $0.02/min of audio2.8% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)A Universal-3.5 ProAssemblyAI · $0.0035/min of audio3% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)A Solaria-3Gladia · $0.01/min of audio3.2% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)A GPT-TranscribeOpenAI · $0.0045/min of audio3.3% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)A PulseSmallest.ai · $0.0050/min of audio3.3% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)A Resonant-1Reson8 · $0.0036/min of audio3.4% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)A Muse Voice TranscribeMeta · $0.0030/min of audio6.3% on Hugging Face Open ASR Leaderboard (English, short-form average WER)A Qwen3.5-Omni-PlusAlibaba (Qwen)3.5% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)A Voxtral Mini Transcribe 2 (v26.02)Mistral AI · $0.0030/min of audio3.6% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)A Soniox v5 (stt-rt-v5 / async)Soniox · $0.0017/min of audio3.8% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)A Inworld STT 1Inworld AI · $0.0025/min of audio3.9% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)A Amazon TranscribeAmazon · $0.0060/min of audio4.1% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)A Modulate STT (batch)Modulate · $0.00042/min of audio4.2% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$B Chirp 3Google · $0.02/min of audio4.3% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)B Nova-3Deepgram · $0.0043/min of audio4.8% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)B Melia 1Speechmatics · $0.0040/min of audio4.9% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)C Flux (English / Multilingual)Deepgram · $0.0065/min of audio7.4% on Artificial Analysis Speech to Text: AA-WER StreamingC Gradium Speech-to-TextGradium · $0.01/min of audio6.8% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)
Local
A Qwen3-ASR-1.7BAlibaba (Qwen) · ~6 GB VRAM5.4% on Hugging Face Open ASR Leaderboard (English, short-form average WER)$A Voxtral Small (24B-2507)Mistral AI · ~55 GB VRAM2.8% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)A Higgs Audio v3 STTBoson AI · ~6 GB VRAM5.9% on Hugging Face Open ASR Leaderboard (English, short-form average WER)A Granite Speech 4.1 2BIBM · ~6 GB VRAM6% on Hugging Face Open ASR Leaderboard (English, short-form average WER)A MOSS-Transcribe-DiarizeOpenMOSS (Fudan University / MOSI) · ~2 GB VRAM6.2% on Hugging Face Open ASR Leaderboard (English, short-form average WER)$A distil-large-v3.5Hugging Face · ~2 GB VRAM6.8% on Hugging Face Open ASR Leaderboard (English, short-form average WER)A Whisper large-v3OpenAI · ~10 GB VRAM4.1% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)B Canary-Qwen-2.5BNVIDIA · ~6 GB VRAM4.3% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)B Fun-ASR-Nano-2512Alibaba (FunAudioLLM) · ~2 GB VRAM7.2% on Hugging Face Open ASR Leaderboard (English, short-form average WER)B Parakeet TDT 0.6B v3NVIDIA · ~2 GB VRAM4.5% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)B cohere-transcribe-03-2026Cohere · ~6 GB VRAM4.6% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)B omniASR-LLM-7B-v2Meta (FAIR) · ~16 GB VRAM8.1% on Hugging Face Open ASR Leaderboard (English, short-form average WER)B VibeVoice-ASRMicrosoft · ~19 GB VRAM8.2% on Hugging Face Open ASR Leaderboard (English, short-form average WER)B Voxtral Mini 4B Realtime (2602)Mistral AI · ~10 GB VRAM8.4% on Hugging Face Open ASR Leaderboard (English, short-form average WER)C Nemotron 3.5 ASR Streaming 0.6BNVIDIA · ~2 GB VRAM9.8% on Hugging Face Open ASR Leaderboard (English, short-form average WER)– MiMo-V2.5-ASRXiaomi · ~17 GB VRAMNo public result yet– Moonshine StreamingMoonshine AI (formerly Useful Sensors) · Open weightsNo public result yet– stt-2.6b-enKyutai · ~6 GB VRAMNo public result yet

Apps

Ready-made apps with a UI: sign in or install, then start.

Engines & APIs

Run open speech-recognition models locally, or call transcription APIs from your own apps.

Cloud

Nothing tracked yet

Quality vs. price

Artificial Analysis Speech to Text: AA-WER v2 (non-streaming) score against API price (USD per minute of audio, log scale). Up and to the left is better; the line joins the models that nothing else beats on both.

  • Closed models
  • Open-weights models
  • Best-value frontier
0%2%4%6%8%$0.0005$0.001$0.002$0.005$0.01$0.02USD per minute of audio (log scale)Artificial Analysis Speech to Text: AA-WER v2 (lower is better)MAI-Transcribe-2 (preview)Whisper large-v3
Show as table
ModelWeightsArtificial Analysis Speech to Text: AA-WER v2 (non-streaming)PriceFrontier
MAI-Transcribe-2 (preview)Closed2%$0.0017/min of audioYes
Scribe v2Closed2.2%$0.0037/min of audio
Grok Voice Transcribe 2.0Closed2.3%$0.0017/min of audio
StepAudio 3 ASRClosed2.5%$0.0067/min of audio
Gemini 3.5 TranscribeClosed2.6%$0.0050/min of audio
Scribe V2 ProClosed2.8%$0.0033/min of audio
Voxtral Small (24B-2507)Open2.8%$0.0040/min of audio
Gemini 3.1 Pro (Preview)Closed2.8%$0.02/min of audio
Universal-3.5 ProClosed3%$0.0035/min of audio
Solaria-3Closed3.2%$0.01/min of audio
GPT-TranscribeClosed3.3%$0.0045/min of audio
PulseClosed3.3%$0.0050/min of audio
Resonant-1Closed3.4%$0.0036/min of audio
Voxtral Mini Transcribe 2 (v26.02)Closed3.6%$0.0030/min of audio
Soniox v5 (stt-rt-v5 / async)Closed3.8%$0.0017/min of audio
Inworld STT 1Closed3.9%$0.0025/min of audio
Whisper large-v3Open4.1%$0.0011/min of audioYes
Amazon TranscribeClosed4.1%$0.0060/min of audio
Modulate STT (batch)Closed4.2%$0.00042/min of audioYes
Canary-Qwen-2.5BOpen4.3%$0.00074/min of audio
Chirp 3Closed4.3%$0.02/min of audio
Parakeet TDT 0.6B v3Open4.5%$0.0015/min of audio
Nova-3Closed4.8%$0.0043/min of audio
Melia 1Closed4.9%$0.0040/min of audio
Gradium Speech-to-TextClosed6.8%$0.01/min of audio

Quality vs. setup

The same tools as the map, placed by how good the results can be (up) and how much setup they take (right). Top-left is the easiest way to top quality; further right buys control, privacy or price at the cost of setup. Models are left out: you reach them through these tools.

  • Cloud
  • Local: runs on your hardware
  • Hollow: tier inherited from the best model the tool offers
SABCReady to useSign in or install and goSome setupInstalls, keys or configurationBuild it yourselfCommand line, nodes, self-hostingMore setup, more control →↑ Higher quality (vertical position inside a tier follows the score)ElevenLabs (Apps) Tier S · via Scribe v2 Free tier · $6/mo · beginnerElevenLabsAiko (Apps) Tier A · via Whisper large-v3 Free tier · beginnerAikoBuzz (Apps) Tier A · via Whisper large-v3 Free · beginnerBuzzfaster-whisper (Engines & APIs) Tier A · via Whisper large-v3 Free · advancedfaster-whisperHandy (Apps) Tier A · via Whisper large-v3 Free · beginnerHandyMacWhisper (Apps) Tier A · via Whisper large-v3 Free tier · beginnerMacWhispersherpa-onnx (Engines & APIs) Tier A · via Whisper large-v3 Free · advancedsherpa-onnxSpeaches (Engines & APIs) Tier A · via Whisper large-v3 Free · advancedSpeachesSpokenly (Apps) Tier A · via Whisper large-v3 Free · beginnerSpokenlySuperwhisper (Apps) Tier A · via Whisper large-v3 Free tier · $8.49/mo · beginnerSuperwhisperTurboScribe (Apps) Tier A · via Whisper large-v3 Free tier · $20/mo · beginnerTurboScribeVibe (Apps) Tier A · via Whisper large-v3 Free · beginnerVibeVoicebox (Apps) Tier A · via Whisper large-v3 Free · beginnerVoiceboxVoiceInk (Apps) Tier A · via Whisper large-v3 · beginnerVoiceInkWhishper (Apps) Tier A · via Whisper large-v3 Free · advancedWhishperwhisper.cpp (Engines & APIs) Tier A · via Whisper large-v3 Free · advancedwhisper.cppWhisperKit (Engines & APIs) Tier A · via Whisper large-v3 Free · advancedWhisperKitWhisperLive (Engines & APIs) Tier A · via Whisper large-v3 Free · advancedWhisperLiveWhisperX (Engines & APIs) Tier A · via Whisper large-v3 Free · advancedWhisperXNVIDIA NeMo Speech (Engines & APIs) Tier B · via Canary-Qwen-2.5B Free · advancedNVIDIA NeMo Speech

Not placed (no public result yet): Vosk, Moonshine Voice, Aqua Voice, Descript, Notta, Otter.ai, Rev, Sonix, Trint, Willow, Wispr Flow

Everything, in order

All transcription options in quality order
TierNameApproachRunsRated byPriceSkill
S Fun-Realtime-ASR (preview)
Alibaba
ModelsCloud1.7% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)——
S MAI-Transcribe-2 (preview)
Microsoft AI
ModelsCloud2% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.0017/min of audio—
S Scribe v2
ElevenLabs
ModelsCloud2.2% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.0037/min of audio—
S Grok Voice Transcribe 2.0
xAI
ModelsCloud2.3% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.0017/min of audio—
S StepAudio 3 ASR
StepFun
ModelsCloud2.5% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.0067/min of audio—
S Gemini 3.5 Transcribe
Google
ModelsCloud2.6% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.0050/min of audio—
S ElevenLabs
ElevenLabs
AppsCloudvia Scribe v2Free tier · $6/mobeginner
A Ink-2
Cartesia
ModelsCloud3.4% on Artificial Analysis Speech to Text: AA-WER Streaming$0.0040/min of audio—
A Qwen3-ASR-1.7B
Alibaba (Qwen)
ModelsLocal5.4% on Hugging Face Open ASR Leaderboard (English, short-form average WER)~6 GB VRAM—
A Scribe V2 Pro
Zoom
ModelsCloud2.8% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.0033/min of audio—
A Saaras v4
Sarvam AI
ModelsCloud3.5% on Artificial Analysis Speech to Text: AA-WER Streaming$0.0052/min of audio—
A Voxtral Small (24B-2507)
Mistral AI
ModelsLocal2.8% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)~55 GB VRAM—
A Universal-3.6 Pro Streaming
AssemblyAI
ModelsCloud3.6% on Artificial Analysis Speech to Text: AA-WER Streaming$0.0075/min of audio—
A Gemini 3.1 Pro (Preview)
Google
ModelsCloud2.8% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.02/min of audio—
A Universal-3.5 Pro
AssemblyAI
ModelsCloud3% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.0035/min of audio—
A Higgs Audio v3 STT
Boson AI
ModelsLocal5.9% on Hugging Face Open ASR Leaderboard (English, short-form average WER)~6 GB VRAM—
A Granite Speech 4.1 2B
IBM
ModelsLocal6% on Hugging Face Open ASR Leaderboard (English, short-form average WER)~6 GB VRAM—
A Solaria-3
Gladia
ModelsCloud3.2% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.01/min of audio—
A GPT-Transcribe
OpenAI
ModelsCloud3.3% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.0045/min of audio—
A Pulse
Smallest.ai
ModelsCloud3.3% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.0050/min of audio—
A MOSS-Transcribe-Diarize
OpenMOSS (Fudan University / MOSI)
ModelsLocal6.2% on Hugging Face Open ASR Leaderboard (English, short-form average WER)~2 GB VRAM—
A Resonant-1
Reson8
ModelsCloud3.4% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.0036/min of audio—
A Muse Voice Transcribe
Meta
ModelsCloud6.3% on Hugging Face Open ASR Leaderboard (English, short-form average WER)$0.0030/min of audio—
A Qwen3.5-Omni-Plus
Alibaba (Qwen)
ModelsCloud3.5% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)——
A Voxtral Mini Transcribe 2 (v26.02)
Mistral AI
ModelsCloud3.6% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.0030/min of audio—
A Soniox v5 (stt-rt-v5 / async)
Soniox
ModelsCloud3.8% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.0017/min of audio—
A Inworld STT 1
Inworld AI
ModelsCloud3.9% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.0025/min of audio—
A distil-large-v3.5
Hugging Face
ModelsLocal6.8% on Hugging Face Open ASR Leaderboard (English, short-form average WER)~2 GB VRAM—
A Whisper large-v3
OpenAI
ModelsLocal4.1% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)~10 GB VRAM—
A Amazon Transcribe
Amazon
ModelsCloud4.1% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.0060/min of audio—
A Modulate STT (batch)
Modulate
ModelsCloud4.2% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.00042/min of audio—
A Voicebox
Jamie Pine (open source)
AppsLocalvia Whisper large-v3Freebeginner
A whisper.cpp
ggml-org (open source)
Engines & APIsLocalvia Whisper large-v3Freeadvanced
A Handy
CJ Pais (open source)
AppsLocalvia Whisper large-v3Freebeginner
A faster-whisper
SYSTRAN (open source)
Engines & APIsLocalvia Whisper large-v3Freeadvanced
A WhisperX
Max Bain (open source)
Engines & APIsLocalvia Whisper large-v3Freeadvanced
A Buzz
Chidi Williams (open source)
AppsLocalvia Whisper large-v3Freebeginner
A sherpa-onnx
k2-fsa (Next-gen Kaldi)
Engines & APIsLocalvia Whisper large-v3Freeadvanced
A Vibe
thewh1teagle (open source)
AppsLocalvia Whisper large-v3Freebeginner
A VoiceInk
Prakash Joshi Pax (open source)
AppsLocalvia Whisper large-v3—beginner
A WhisperKit
Argmax
Engines & APIsLocalvia Whisper large-v3Freeadvanced
A WhisperLive
Collabora
Engines & APIsLocalvia Whisper large-v3Freeadvanced
A Speaches
speaches-ai (open source)
Engines & APIsLocalvia Whisper large-v3Freeadvanced
A Whishper
pluja (open source)
AppsLocalvia Whisper large-v3Freeadvanced
A Aiko
Sindre Sorhus
AppsLocalvia Whisper large-v3Free tierbeginner
A MacWhisper
Jordi Bruin (Good Snooze)
AppsLocalvia Whisper large-v3Free tierbeginner
A Spokenly
Spokenly
AppsLocalvia Whisper large-v3Freebeginner
A Superwhisper
Superwhisper
AppsLocalvia Whisper large-v3Free tier · $8.49/mobeginner
A TurboScribe
TurboScribe
AppsCloudvia Whisper large-v3Free tier · $20/mobeginner
B Canary-Qwen-2.5B
NVIDIA
ModelsLocal4.3% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)~6 GB VRAM—
B Chirp 3
Google
ModelsCloud4.3% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.02/min of audio—
B Fun-ASR-Nano-2512
Alibaba (FunAudioLLM)
ModelsLocal7.2% on Hugging Face Open ASR Leaderboard (English, short-form average WER)~2 GB VRAM—
B Parakeet TDT 0.6B v3
NVIDIA
ModelsLocal4.5% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)~2 GB VRAM—
B cohere-transcribe-03-2026
Cohere
ModelsLocal4.6% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)~6 GB VRAM—
B Nova-3
Deepgram
ModelsCloud4.8% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.0043/min of audio—
B Melia 1
Speechmatics
ModelsCloud4.9% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.0040/min of audio—
B omniASR-LLM-7B-v2
Meta (FAIR)
ModelsLocal8.1% on Hugging Face Open ASR Leaderboard (English, short-form average WER)~16 GB VRAM—
B VibeVoice-ASR
Microsoft
ModelsLocal8.2% on Hugging Face Open ASR Leaderboard (English, short-form average WER)~19 GB VRAM—
B Voxtral Mini 4B Realtime (2602)
Mistral AI
ModelsLocal8.4% on Hugging Face Open ASR Leaderboard (English, short-form average WER)~10 GB VRAM—
B NVIDIA NeMo Speech
NVIDIA
Engines & APIsLocalvia Canary-Qwen-2.5BFreeadvanced
C Flux (English / Multilingual)
Deepgram
ModelsCloud7.4% on Artificial Analysis Speech to Text: AA-WER Streaming$0.0065/min of audio—
C Gradium Speech-to-Text
Gradium
ModelsCloud6.8% on Artificial Analysis Speech to Text: AA-WER v2 (non-streaming)$0.01/min of audio—
C Nemotron 3.5 ASR Streaming 0.6B
NVIDIA
ModelsLocal9.8% on Hugging Face Open ASR Leaderboard (English, short-form average WER)~2 GB VRAM—
– Vosk
Alpha Cephei
Engines & APIsLocalNo public result yetFreeadvanced
– Moonshine Voice
Moonshine AI
Engines & APIsLocalNo public result yetFreeadvanced
– Aqua Voice
Aqua Voice
AppsCloudNo public result yetFree tier · $8/mobeginner
– Descript
Descript
AppsCloudNo public result yetFree tier · $24/mobeginner
– MiMo-V2.5-ASR
Xiaomi
ModelsLocalNo public result yet~17 GB VRAM—
– Moonshine Streaming
Moonshine AI (formerly Useful Sensors)
ModelsLocalNo public result yetOpen weights—
– Notta
Notta
AppsCloudNo public result yetFree tier · $8.17/mobeginner
– Otter.ai
Otter.ai
AppsCloudNo public result yetFree tier · $17/mobeginner
– Rev
Rev.com
AppsCloudNo public result yetFree tier · $30/mobeginner
– Sonix
Sonix
AppsCloudNo public result yetFree tier · $25/mobeginner
– stt-2.6b-en
Kyutai
ModelsLocalNo public result yet~6 GB VRAM—
– Trint
Trint
AppsCloudNo public result yet—beginner
– Willow
Willow
AppsCloudNo public result yetFree tier · $12/mobeginner
– Wispr Flow
Wispr
AppsCloudNo public result yetFree tier · $15/mobeginner

Benchmarks used