Search + Extract
Read hiring as a growth signal
What a company is recruiting for says what it is about to build.
Job listings are the earliest public signal of a strategy change. A company staffing a new team is telling you about a product six months before the launch post.
- Recency weighting keeps closed roles from crowding out current ones.
- Extraction returns the full description, not the truncated snippet a search engine shows.
- Run the same query weekly and the new entries are the signal.
Freshness is a visible ranking signal, which matters when a listing from last year is worse than useless.