The Shortlist audit engine
The core of Shortlist: a deterministic engine that measures how AI tools recommend professional speakers on the real questions event planners ask. Identical inputs produce identical reports, model output is isolated from scoring, and no metric ships without a source and a date. Clients get one score, the exact fixes written for their developer, and re-measurement that shows what changed.