Protect Your Customers Against Identity Fraud
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Keith Lax, ForgeRock's pre-sales engineering lead, explains how artificial intelligence and machine learning are used across identity management to fight fraud. He frames AI's role in two buckets: analysing very large data sets, such as governance certification campaigns, and comparing user behaviour to build peer groups, then feeding the resulting signals into front-end access decisions such as step-up authentication and continuous zero trust reassessment. He argues most fraud projects struggle less with detection algorithms than with the orchestration layer that turns a risk score into an actual application decision without redeploying every client app. Concrete attack examples include credential stuffing at login, AI-crafted phishing emails timed to mergers and acquisitions anxiety, and bots that simulate human typing rhythm and mouse movement, all countered by comparable AI-driven detection, including using AI to spot AI-written phishing text. He walks through an orchestration canvas where teams tune which risk signals are checked and when, and closes on dashboards administrators use to see why a user was stepped up and to justify the program's cost. Q&A is invited but not shown in the recording.
Key takeaways
- Invest in the orchestration layer, not just the AI model: a risk score is useless until you can change what an application does with it without a new release cycle.
- Use AI to detect AI: the same pattern-matching techniques attackers use to write convincing phishing emails can be turned around to flag AI-generated text.
- Watch for fraud campaigns timed to major events like mergers, where targets are more anxious and less likely to question an unusual request.
- Build peer-group behaviour comparisons (UBBA) so a user's activity is judged against people genuinely similar to them, not one static baseline.
- Track and dashboard why each step-up or block decision fired; it becomes the tool stakeholders use to prove the program's return on investment.
Speakers

A pre-sales solutions architect covering Government, Financial, and Enterprise verticals for Eastern Canada at ForgeRock.
