fraud prevention

11 Battle-Tested UI Fraud Detection Plays (and Traps) for 2025

by
Vivid isometric pixel-art command center for UI fraud detection: layered rules + ML + graph + IDV pipeline, decile bars, confusion matrix, reason-code chips (shared_device_count_7d, bank_account_age_days), “dollars avoided / week” ticker, “auto-holds

11 Battle-Tested UI Fraud Detection Plays (and Traps) for 2025 I once green-lit a “miracle” fraud tool on a Friday and spent Monday apologizing to claims staff—it flagged half the state as suspicious. You’ll get a cleaner path here: faster picks, clearer ROI, and fewer awkward standups. We’ll map the landscape, set a day-one playbook, … Read more

11 Field-Tested AI fraud detection Plays That Save Claims Dollars (Fast)

by
Pixel art of AI fraud detection control room with investigators analyzing health insurance claims using rules, trees, graphs, and LLM icons glowing on neon monitors.

11 Field-Tested AI fraud detection Plays That Save Claims Dollars (Fast) I’ll go first: I once greenlit a “smart” fraud model that flagged 43% of a day’s claims—and missed the actual scammer. Ouch. This guide is me making it up to you: a fast, opinionated path to clarity, with real numbers, a 12-week plan, and … Read more