10/07/2026
Captioning millions of minutes of video doesn't have to mean paying for human review on every file.
The University of Florida needed every video to meet a dependable accuracy baseline ahead of ADA Title II, without blowing the budget.
So they used Pulse to score every ASR caption file. Files that clear the bar get published. Files that don't go to human review.
The results:
- 100% of high-risk content flagged for review
- 33% of files met the threshold with ASR alone
- $30,000+ in predicted savings within 50 days
Human review goes where it matters, and the budget goes further.
Read the full UF story in the comments.