Caleb Moore

Darwinium is the AI Fraud Prevention Company, built to outpace AI-driven fraud in the agentic era. Born in the age of AI, it delivers edge-based risk decisioning that distinguishes trusted from risky human and AI agent behavior with 30–40% greater visibility than siloed tools. From first interaction through high-risk actions and payments, Darwinium protects the moments that matter most, so digital leaders can confidently grow and protect revenue. As AI agents and automation increase fraud speed, scale, and attack surface, Darwinium helps businesses reinvent how they transact with humans, agents, and APIs. The platform combines continuous profiling with real-time decisioning so teams can detect and respond to rapidly shifting attacks, including account takeover, API abuse, business logic abuse, scams, and mule activity. In practice, deployments typically drive around a 50% reduction in fraud and a 40% reduction in operational costs, by improving detection quality while reducing manual reviews and rework. The Darwinium difference: - Edge-deployed protection that covers the entire customer journey across web, mobile, and APIs - Continuous profiling and behavioral intelligence to detect intent, not just identity - AI-native operations: red-team probing plus copilot-assisted remediation and strategy - Measurable outcomes: typically ~50% fraud reduction and ~40% operational cost reduction - Consolidates fragmented point solutions into one journey view, improving visibility and speed of response Prior to Darwinium, the co-founding team co-founded, built and scaled ThreatMetrix, the Digital Identity Company, that sold to LexisNexis Risk Solutions in 2018.