Practical lessons from shipping fintech, healthcare, and AI member engagement platforms under SEC, FDIC, HIPAA, and PCI-DSS constraints. Written by a working PM and founder, not a consultant.
I went into my AWS bill expecting to find a dumb mistake. What I found instead was that DynamoDB was eating 70% of everything, the architecture was correct, and none of the easy fixes would work.
The demo works. The CEO is impressed. Then Risk and Compliance sit at the table — and the deal quietly dies. Four patterns I keep watching kill otherwise impressive AI chatbots, and what to build instead.
Anchoring eligibility on CIP-verified identity, not account keys
The AI escalation layer that saved us $3M a year
Big-bang vs phased: choosing your cutover strategy for regulated systems
Always open to talking through regulated fintech, AI in customer experience, or platform design.