Hiring manager tool

Role Fit Explorer

No data is sent to a server or model.

How to use this

1. Paste the job description or recruiter brief.
2. Review the auto-filled priority needs and adjust them if needed.
3. Use the matched projects, evidence, and verification points as a focused interview guide.

Paste the live requirement

Sample JDs

Overall match

-- / 100

Fit summary

Strategic requirements detected from the Job Description

AI-native SDLC Governed AI delivery Multi-agent systems Agent orchestration Engineering leadership Teams and delivery Governance Controls and approval Context engineering Context and evals Delivery intelligence DORA, SPACE, flow Platform engineering Platforms and CI/CD Developer experience Lower-friction teams

Concrete needs detected from CV and portfolio evidence

Role Fit Explorer

How to use this

Best matching projects

Relevant evidence

Evidence to verify or qualify

Evidence coverage

To be verified in interview

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