2 weeks
Timeline
Media/Entertainment
AI Transcript vs Script Analysis
NLP-powered comparison to highlight insertions, deletions, substitutions—with word-level timing.
90%
review Time Reduction
3×
cycle Speed
Challenge
What was slowing the business down?
Manual review of transcripts against scripts was slow and missed subtle differences.
Solution
What we built or automated
- Semantic alignment to handle paraphrasing
- Discrepancy detection with precise highlights
- Google TTS word timings for mispronunciation/omission checks
- Web app with interactive reports
Outcomes
Business impact
- 90% reduction in review time
- 3× faster review cycles
- Higher content quality and consistency
Tools
Tech stack
Reimagined QC with semantic understanding rather than brittle string matching.