BENCHMARK · RESEARCH SURFACE
A benchmark needs evidence before it needs a chart.
This page is reserved for aggregate, anonymous learning about how the sector selects and controls AI-supported quality work.
Publication threshold
No sector benchmark is published until there is enough anonymous data to avoid identifying an organisation or making a misleading claim. The initial threshold is n ≥ 200 observations per metric, with methodology and missingness shown beside every result.
What may be measured
Only aggregate instrument starts, completions, exports, verification-ratio bands, risk classes, and unanswered guideline questions. Instrument inputs remain in the browser unless a user explicitly exports or opts into a future workspace service.