Watch an LLM read the job market honestly.
Pick a candidate. Real postings from this morning's sweep stream through deterministic eligibility gates, the survivors get scored live by Claude with the reasoning shown — and most jobs are a bad fit, which it says out loud.
loading today's sweep…
000 · WHO'S LOOKING?
Processed in-memory for this one scoring run. Never stored, never logged, never used for anything else. Uploads are extracted in memory and discarded.
Eligibility gates
Deterministic, instant, free — the pipeline's own prefilter verdicts on today's real postings. No tokens spent saying no.
Live scoring
The gate survivors go to Claude with JobScout's honest rubric. The needle is the score: fit 0–100 sweeps 270°, and the band it lands on selects the route — auto ≥80, ping 70–79, unsure 55–69, near-miss below.
Your pipeline
Saved in this browser only — nothing is sent anywhere. Applying happens on the employer's site; JobScout never submits for you.