Building the AI Enablement Layer for Financial Services with Kareem Saleh, CEO of FairPlay

Kareem Saleh is the CEO and co-founder of FairPlay, an AI enablement platform helping financial institutions test, tune, and monitor AI systems in production. Four years after his first appearance on the show, Kareem returns to discuss how FairPlay has evolved from credit model fairness into a full AI enablement infrastructure layer and why the rise of generative and agentic AI has made that work more consequential than ever.What We CoveredHow generative AI changes the definition of fairness in financial servicesThe shift from model validation to continuous, system-level testingFairPlay's three core capabilities: testing, optimizing, and validating AI systemsHow one customer added one day to their model development cycle but saved 60–90 days in compliance reviewThe 25–33% of declined applicants who would have performed as well as the riskiest approvalsWhy the question for legacy institutions has flipped, from "is AI safe enough to try?" to "is it riskier not to adopt AI?"The political environment and how fairness demand reconfigures, not disappears, across administrationsState-level regulatory frameworks filling the federal enforcement gapKareem's Congressional testimony on AI and algorithmic biasThe agentic AI opportunity in KYC, BSA, and AML workflowsRegulatory look-back risk and why today's decisions can become 2029's consent ordersCash flow underwriting risks and climate risk as underappreciated threats to credit portfoliosConnect with Fintech One-on-One:Tweet me @PeterRentonConnect with me on LinkedInFind previous Fintech One-on-One episodes