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Role-fit ranking with evidence attached.

CVault separates must-have matches, nice-to-have evidence, knockout flags, reviewer decisions, and ATS status.

Run a sample roleView evidence workflow
DPA supportSSO / SCIMAudit exportsNo model training by default
Evidence review queue

Ranked shortlist with source proof

4 candidates processed
CandidateRole fitMust-havesEvidenceRisk flagsATSReview
Audit / ATS handoff
10:31Resume parsed28 claims extractedParser v2.3
10:32Evidence linkedresume.pdf · p.2Evidence engine
10:34Reviewer note addedClient submission contextAlex R.
10:41ATS export queuedGreenhouse candidate payloadAPI
{
  "candidate_id": "cand_emily",
  "scorecard": "v3.1",
  "role_fit": "94%",
  "source_refs": ["resume.pdf · p.2"],
  "ats": "queued"
}
Role matching

Weighted scorecards without black-box shortcuts.

Recruiters can inspect why a candidate moved forward before that decision reaches a client or hiring manager.

Must-havesPython, AWS, distributed systems, EU timezone
Nice-to-havesKubernetes, PostgreSQL, payments domain
KnockoutsMissing authorization, unclear dates, no backend depth
Review controlsReviewer notes, scorecard version, audit export
Product proof

Every score includes its evidence.

CVault’s visual grammar is built around source chips, page references, confidence markers, audit rails, and evidence export packages.

  • Source-aware scoring
  • Page-level provenance
  • Confidence you can trust
  • Audit-ready by design
resume.pdf · p.2Claim highlighted

Owned delivery for a real-time payments platform and led 5 engineers across backend services. Designed APIs for transaction ingestion, monitoring, and customer-facing reliability.

Page 2 of 6Parser v4.2.1Scorecard v3.7
resume.pdf · p.2Platform leadership94%confidence
resume.pdf · p.3AWS production depth95%confidence
portfolio.pdf · p.7Distributed systems92%confidence
{
  "candidate_id": "cand_789",
  "role_id": "role_123",
  "role_fit": 0.94,
  "parser_confidence": 0.98,
  "evidence_points": 28,
  "review_state": "in_review",
  "ats_status": "synced"
}
Private pilot

Run one sample role through CVault.

Use permitted resumes, one live role, private workspace controls, and exportable evidence before a wider rollout.

Run a sample roleTalk to sales