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A committed hiring sample compared job evidence consistently, exposed uncertainty, and prepared a human-reviewed screening handoff without ranking on protected traits.
The Sample replays committed fixtures. It calls no model, app, browser, or external service.
Screens a candidate against a role rubric, records evidence for every criterion, pauses before a shortlist decision, and returns a structured recruiter handoff.
You can inspect the Sample without connecting anything. Codelit asks for these connections only when you switch the remix to your own data or a live run.
Compare the job, proof, apps, and approval boundary before choosing.
Model estimate
$0.04-$0.13 / live run