The AI ROI Playbook: How ROI Is Won in Production, Not the IDE

Most AI investments focus on visible productivity gains in coding. But in regulated, high-stakes environments, the real costs emerge after code ships during incidents, degraded performance, emergency changes, and audit pressure. This guide explains why production is the bottleneck for ROI and how AI for prod creates a compounding advantage by reducing evidence latency and increasing decision confidence.