How matching works
Understand how TakeCript matches your script to your video clips
Last updated: 2026-03-10
How matching works
TakeCript uses a multi-step pipeline to connect each section of your script with the right portion of your footage.
The matching pipeline
Transcription
Each A-roll and voice-over clip is transcribed using AI-powered speech recognition. The result is a timestamped transcript with word-level timing.
If a clip contains no spoken audio, it is marked as "No speech detected" and skipped — it will not be matched against your script. This can happen with ambient-only clips that were accidentally classified as A-roll.
Silence detection
TakeCript analyzes the audio to identify silent sections in your footage. These silences are later removed automatically based on your chosen cut preset (Smooth, Normal, or Aggressive).
Script splitting
Your script is divided into blocks -- discrete sections based on headings, separators, or paragraph breaks. Each block becomes a segment on your final timeline.
Fuzzy text matching
Each script block is compared against every transcribed segment using fuzzy text matching. This technique tolerates minor differences between what was written and what was actually said -- misspellings, filler words, slight rephrasing.
Semantic fallback
When fuzzy matching produces a low confidence score, TakeCript falls back to semantic similarity using AI embeddings. This catches cases where the speaker paraphrased the script significantly but the meaning is the same.
Ranking and selection
All candidates for each script block are ranked by confidence. The top candidate is selected automatically. You can review and change any match on the Review page before exporting.
Confidence scores
Each match receives a confidence level:
| Level | What it means |
|---|---|
| High | Strong textual overlap between script and transcript. |
| Medium | Partial overlap. The match is likely correct but worth a quick check. |
| Low | Weak overlap. Consider reviewing alternatives or assigning manually. |
Tips for better matches
- Keep script blocks between 20 and 200 words. Very short blocks lack enough text for accurate matching. Very long blocks reduce cut precision.
- Use clear headings or separators to control where TakeCript splits your script.
- Speak close to the script. The closer your delivery matches the written text, the higher the confidence scores.
- Record in a quiet environment. Background noise can reduce transcription accuracy, which in turn affects matching quality.
Improvised during recording?
It's completely normal to change phrases while recording — sometimes things just sound better in the moment. However, TakeCript matches your footage against the written script, so any differences between what you wrote and what you actually said can reduce matching accuracy.
Update your script before processing. If you improvised, added extra context, or rephrased sections during recording, edit your script blocks to reflect what you actually said. This is the single most effective way to improve your results.
Common scenarios and how to handle them:
- You rephrased a sentence: Update the script block with the version you actually said.
- You added extra content (e.g., "and you can hear the microphone quality right now"): Add that text to the script block.
- You repeated a phrase to correct yourself: Keep only the final (correct) version in your script. TakeCript will match the best take automatically.
- You skipped a section entirely: Remove that block from your script so TakeCript doesn't look for something that doesn't exist in the audio.
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