If You Want to Measure Macro Results, Answer These 3 Questions Before AI Touches Your SDLC

Measure AI impact at the macro level by answering three critical questions before implementation: what you’re solving, how you’ll measure it, and who owns results.

There’s a pattern playing out across enterprises right now. A CxO reads the headlines about AI transforming software development. They call their VP of Engineering. “We need an AI strategy.” Three months later: two piloted tools, significant budget spent, and nothing to show except a handful of engineers who occasionally use autocomplete.