applied ai June 24, 2026 4 min read
When being misread costs people money: applied AI in community-centered banking
Inclusion-focused fintech doesn't fail at automation. It fails at judgment — the moment a model decides who looks creditworthy and who looks suspicious. The fix is architectural, not just better data.
In community-centered banking, the hard AI problems are judgment problems: who gets approved, who gets flagged, and whether the customer can trust the answer. Here's how to build for that.
Keith Pattison
AI Builder @ Black Flag Design