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Verification methodology

How a number earns its place.

Scoring is arithmetic over counts: no model is asked, every weight has a source, and a figure that cannot be supported is not shown.

  • Observe

    A finding is observed behaviour within a stated window, never a claim about a person.

  • Corroborate

    Hours count as verified only where two independent sources agree.

  • Gate

    A level requires every gate to pass. One missed gate is named, not rounded away.

  • Insufficient evidence is an answer

    Too short a window or too little corroboration returns exactly that, not a smaller number.

Verify AI skills before you hire.

See the work behind a claim as hours, observed skills and evidence strength. Never a candidate's prompts, code or clients.