Search that stopped guessing
A US life-sciences talent marketplace could not reliably match specialist briefs to the right people — the vocabulary of the industry defeated keyword search. We rebuilt the engine around embeddings, reranking and a domain taxonomy, then built the evaluation layer that proved it worked before anything shipped.
Exact-match accuracy
Regression fixtures
Byte-identical replay








