This is for teams making consequential fraud decisions: comparing vendors, designing a shadow test, pressure-testing payout controls, reviewing explainability for ops, or understanding why the current stack keeps creating friction and blind spots. The goal is not a generic strategy call. The goal is a clearer decision.
Pressure-test the shortlist, the score claims, the latency language, and what the team should ask for before any pilot or commitment.
Define what to compare, how long to run, which thresholds matter, what ops should review, and what red flags should kill the pilot.
Review the flows where clean-looking transactions still turn into losses because the weakness sits in setup, first-time payees, timing, or release logic.
Send the stack you are evaluating, the decision you need to make, and what “good” would look like at the end of the conversation. If this is vendor evaluation, include the shortlist and the current evaluation criteria.