Model and product changelog

Implemented the documented deterministic formulas, three independent score bands, confidence model, draft occupation fixtures and narrative fallback.

Each result records the scoring and data versions used. Qualified approval of the scoring factors, occupation data and public claims remains a release gate.

Payment collection is disabled. The assessment and useful result remain free for everyone, and the first 100 completed results can create the detailed action report at no cost.

Places are assigned server-side once per completed result; visits and repeated clicks do not consume additional places.

Added sourced Learn guides, a searchable career wiki, image variants, breadcrumbs, feed and machine-readable discovery files.

Public content now separates full SEO titles from shorter display headlines and links claims to the methodology and source pages.

A version entry describes a material change, not a claim that external review is complete. Copy edits that do not change meaning may be grouped.

Formula, factor, data-source, evidence-status or eligibility changes require an explicit versioned record so an earlier result can still be interpreted.

Before full public production, named qualified reviewers must approve scoring and occupation content, owner-controlled legal and contact details must be supplied, accessibility must receive independent review and the small comprehension study must be completed.

Draft occupation routes remain noindex until their individual approval gates pass.