Fluently

Research

Fluently is an AI language tutor for speaking practice. We evaluate the speech models behind it on real learner speech, which public benchmarks rarely cover, and publish each benchmark with its method.

Latest report
Benchmarking Real-Time Speech Recognition on Accented EnglishHow accurately and how fast 21 real-time speech-to-text systems transcribe non-native English speakers.
Real-time WER by accent
AllARBRZHSLAVFRDEINITJAKOPLESLATAMTHTRVISystemScribe v2 RealtimeMAI-Transcribe-2Nari Qwen3-ASR 1.7B FastInk-2MuseGrokGemini 3.5 LiveUniversal-3.6 ProUniversal-3.5 ProChirp 3

All research

  • BenchmarkOctober 2026Benchmarking Real-Time Speech Recognition on Accented EnglishHow accurately and how fast 21 real-time speech-to-text systems transcribe non-native English speakers.
  • BenchmarkAugust 2026Perceived-Phone Recognition for Accented EnglishHow well five phone recognition model families hear the sounds non-native English speakers produce, in read speech and real conversations.

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