What fintech founders get wrong about “AI-native” development

2026-07-30

Many fintech startups use “AI-native” as a marketing label even when AI is merely layered onto a conventional product or used to accelerate development. Truly AI-native products should fail the “removal test” if their AI layer is stripped out, while also embedding compliance, explainability, and auditability into the architecture from the start rather than treating them as later additions.