80% of AI Projects in Banks Fail - Here’s Why (And How We Fixed It)

Banks invested billions in AI. Fraud detection. Credit scoring. Customer experience. Risk modeling. The promise was massive. But here’s the uncomfortable truth: Most AI projects never make it to production. Not because the models don’t work. But because everything around them fails. From my experience building AI systems in banking, the pattern is always the same. The Real Problem AI doesn’t fail at the model level. It fails at the system level. Let’s break it down. Where AI Projects Break 1. Th