Evidence guides

Make careers guidance useful, reviewable and honest.

Plain-language guides for the people responsible for careers content, candidate experience, AI governance and product evaluation.

Seven practical guides

Start with the question in front of you.

Useful candidate-facing language tasks, important limits and the questions to ask before use.

Clarity, accessibility, continuity and a respectful route into the employer's official process.

Disclosure, approved sources, honest uncertainty, accessible alternatives and accountable evaluation.

A buyer's guide to sources, boundaries, privacy, accessibility, evaluation, integration and release control.

A practical rubric for source support, relevance, scope, uncertainty, next steps and readability.

A practical content-readiness process covering ownership, gaps, freshness, boundaries and official routes.

Build a representative question set, review supported answers and preserve evidence against one exact revision.