Quality gate

How we verify and publish profiles

We do not publish a profile just because we scraped something from HTML. Our standard requires verifiable facts, clear structure, and a trust/provenance layer.

Required baseline

Quality statuses

Rule: it is better to pause and review than to ship a weak or hallucinated profile that damages trust.

Expert profile flow

For the higher-tier profile we use a structured questionnaire, collect fit/not-fit constraints, strengthen official routes, and improve recommendation logic. This is manual quality work, not just adding more text.

Related guide: Extended profile questionnaire.