English

Preliminary report · last updated 18 July 2026

Accuracy on real recorded speech

Real human recordings replayed through the app's exact pipeline, scored word-by-word against human-made transcripts of the same audio:

SourceStyleWord accuracy
Tech commentary (fast, casual US)Rapid conversational97.1%
Explainer video (natural UK)Natural narrative95.3%
Audiobook narration × 3 narratorsLong-form prose99–100%
Synthetic business documents × 3 voicesEmail & contract dictation97–100%

Most "misses" against captions are actually filler words the captions dropped but the engine faithfully heard. About 30 minutes of unique audio and ~7,900 words scored to date.

Speed

Formatting

The deterministic formatting rules are verified by an automated suite of 235 checks that runs before every release — phone numbers, currency, thousands separators, ordinals, clock times, percentages, fractions, decimals, IP addresses, version numbers, web and email addresses, letters, and lists. AI formatting is additionally held to a word-for-word guarantee: it may rearrange, never delete or invent.

Notes