Agency-pitch reliability autopsy for multi-site clinic ops directors

Operations directors at 3-15 site UK private dental, veterinary, and physiotherapy groups receive 30-80 agency placement pitches per month — free-text justifications ('experienced with anxious patients, available long-term, strong rebook history') attached to each locum proposal. The director forwards or pastes these pitches into AE alongside the shift ID. AE parses each pitch into structured forecast claims (capability, fit, reliability, continuity), runs adversarial multi-model debate to score claim grounding and confidence calibration, and stores the resolved forecast. Outcomes (no-show, complaint within 7 days, rebook within 90 days) are entered from the clinic's rota. Over 60-120 days, AE produces per-agency autopsy profiles: 'Agency A's pitches exhibit 38% Cosmetic Confidence pattern; their high-confidence placements no-show 22%. Agency B exhibits 6% and 4%.' Directors get evidence-grade renegotiation and reallocation leverage tied to language patterns no GROUP BY can produce. £200-500/month; pays back the first reallocated £15-20k of shift spend.

AE converts unaccountable agency pitch language into outcome-graded autopsy profiles, giving multi-site UK clinic directors evidence-grade renegotiation leverage at a price that pays back inside one reallocated shift block.

Killed: move_cap_reached.