Why AI Product Roadmaps Still Fail at Scale in Financial Services in 2026
Hamza Qamar
Most AI product roadmaps in financial services fail not because of weak models, but because no one owns decisions, controls, or outcomes. In 2026, AI is forcing organisations to confront what must remain deterministic, where probabilistic reasoning is safe, and how governance operates inside products, not outside them. Hamza Qamar, Senior Director of Product, Innovation & Design, explains why busy AI roadmaps deliver little impact, how decision systems differ from features, and what product leaders must own to scale AI responsibly. In this article, he offers a practical framework for designing AI products that are operable, auditable, and accountable in regulated environments.