Free tool
Transcript Quality Analyzer
Paste any transcript — from Otter, Descript, Rev, Whisper, or anything else — and get a 0-100 quality score across formatting, clarity, completeness, and speaker handling, plus a best-guess of which tool produced it.
Free. No signup. We don't store the transcript.
Paste at least 80 characters to enable.
How transcript quality is scored
Four dimensions, each on a 0-100 scale. The overall score is the mean — 60 is mediocre, 80 is good, 95 is excellent.
- Formatting — paragraph breaks, capitalization, punctuation. The first thing AI assistants and search engines notice when they read transcripts.
- Clarity — sentence structure, legibility, whether meaning survives the conversion from speech to text.
- Completeness — filler signals, dropped audio,
[inaudible]markers, missing words. The cheapest engines skip the most. - Speaker handling — speaker labels, turn handling, diarization accuracy. The differentiator between “transcript” and “readable conversation.”
Why this matters
A transcript isn't the end product — it's raw material. Show notes, blog drafts, captions, search-indexed content, AI summaries, and citation-worthy quotes all inherit the quality of the underlying transcript. A 60-point transcript becomes a 60-point blog post.
What to do with a low score
If formatting and speaker handling are the weakest dimensions, the underlying tool is usually optimized for raw transcription, not publication. Re-transcribing the source audio with Wisprs typically lifts formatting + speaker handling by 15–25 points because the engine is tuned for publishable structure, not just word accuracy.