Intelligent Candidate Discovery · Track 1TalentGraph ranks the top 100 best-fit engineers for Redrob's founding-team AI role out of 100,000 candidates — by reasoning about real product experience, not matching AI keywords.
Scores what candidates actually built in their career descriptions — retrieval, ranking, evaluation — not the buzzwords in their skills list.
A profile-consistency engine floors impossible profiles. 0 honeypots reached our top 100 against the 10% disqualification threshold.
Response rate, recency, notice period and interview reliability re-weight a perfect-on-paper but unreachable candidate down to reality.
Deterministic, stdlib-first, CPU-only ranking that reproduces inside a sandbox — and every score breaks down line by line.