AI-assisted fit review

Build a defensible shortlist from the signal, not the noise.

Paste or refine the role brief, rank the demo candidate pool, inspect the evidence behind each score, and export a hiring-team-ready shortlist.

5

fit signals

AA

audit trail

CSV

export

Demo candidate data

Rankings shown here use seeded sample profiles for evaluation. Connect your ATS or upload a real slate before treating scores as hiring evidence.

Job brief signal

Paste the hiring brief. The ranking model weighs semantic fit, trajectory, skills depth, behavior, and activity.

Demo candidates are scored locally through the custom ranking endpoint.

500 characters · no outreach is sent from this workspace.

Ranked candidates

Filter the evidence-backed ranking and open any profile for the full scoring trail.

0 ranked candidatesAll results

Run a ranked search

Paste the role brief, review the criteria, and Signal Shortlist will produce an evidence-backed candidate order.

Signal Shortlist ranks candidates with evidence-first scoring for recruiter review.

Demo workspace · verify recommendations before outreach.

Built with GenMB
Built with GenMB