Map criteria to evidence
Compare a job description with resume, project, and work-history evidence so the basis for a fit assessment is easier to review.
Evidence-first job matching and application support
Compare a role with your resume and work evidence, see what supports each requirement, and identify gaps to review before you prepare your application. Hiring teams can use the same evidence-first approach to review candidates against stated criteria.
Core capabilities
The product is designed to make job criteria, candidate evidence, drafts, and human review easier to organize. It should not be treated as a guarantee, legal conclusion, or substitute for accountable judgment.
Compare a job description with resume, project, and work-history evidence so the basis for a fit assessment is easier to review.
Use role-specific evidence to prepare resume and application drafts. Review and edit the output before you use it.
Hiring teams can organize candidate evidence around the requirements they define instead of relying only on unstructured impressions.
How it works
ProofOfFit publishes product, security, fairness, and outcome claims only when the wording is supported by defined evidence and scope. Unsupported metrics, customer affiliations, testimonials, and certification language are not part of this public description.
Learn more about the product boundaries and current controls in the trust, security, and fairness sections.
Use the free workflow before deciding whether repeated application preparation is worth paying for. Managed sponsorship is also available while self-serve gifting remains disabled pending end-to-end verification.
Candidate access, with the terms visible up front.