Fluently benchmarks streaming speech-to-text on 580K hours of accented English from 1M+ learners

HeyAmit_ · x · 2026-10-28

Fluently, a language-learning app with 1.7M users across 180+ countries and over 580,000 hours of AI-tutor conversations, published a benchmark of streaming speech-to-text systems on spontaneous, accented English recorded by its learners. The finding: STT is far from solved for the people who need it most — accented, non-fluent speakers — even though it works well on clean native audio. Leaderboard and methodology are public, and the team notes its learners also study 14 languages beyond English.

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