We run layered checks: semantic content match, audience sampling, fraud-detection signals and engagement normalization. Metrics use rolling 30-day averages - ER%, views, cadence - plus audience gender/geo/language verification. Results flag suspicious patterns and present fair, cross-platform comparisons for quick vetting.