CVOps — Verified CV Production at Scale
B2B infrastructure for CV-writing companies, recruitment and staffing firms, and outplacement organisations: CVOps independently checks generated CV claims against authorised candidate evidence before a CV ships.
Discuss an Early-Access PilotEvidence in, checked claims out.
- 01Authorised candidate evidence + target job descriptionThe inputs: evidence the candidate has provided and authorised for use, plus the role being targeted.
- 02JD analysisThe target role is parsed into the requirements a strong CV needs to address.
- 03Evidence selectionRelevant evidence is selected from what the candidate has authorised.
- 04CV generationA CV is generated from the selected evidence, targeted at the role.
- 05Independent grounding validationEvery generated claim is checked against the authorised evidence it was drawn from.
- 06Repair / revalidationUngrounded claims are corrected and re-checked before moving forward.
- 07Final output / human reviewThe finished CV is handed off for human review before use.
Grounding, not truth-verification.
CVOps independently checks generated CV claims against the authorised candidate evidence it was given. It does not independently establish that the underlying candidate-supplied evidence is true in the real world — grounding a claim in evidence and verifying that evidence itself are different problems, and CVOps solves the first one.
Built as B2B infrastructure.
- CV-writing companies producing CVs at volume
- Recruitment and staffing firms
- Outplacement and career-service organisations
CVOps evolved from an internal CV-generation capability. It is currently in active development, and no commercial deployments, customers, or performance figures are claimed here until they exist and are independently verified.
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