Ad-fraud detection and prevention platform for advertisers and agencies that analyzes impressions, clicks, conversions and events to detect and stop invalid engagements before ad budget is spent. Uses statistical invalidation instead of blanket blacklists and provides transparent reporting to minimize false positives, keep performance data clean, and enable real-time campaign and supply‑chain optimization.