Thousands of videos mined, dated, and scored into a browsable board.
A large video library is useless if you cannot find the signal buried in it.
An enumeration and scoring engine processes the full library (3,200+ videos), backfills dates, computes scores, and regenerates a browsable board automatically. Failed items are surfaced, not swallowed.
The ingest, score, and surface loop turns any large content set into something a person can actually act on.