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AI tools ROI

1 post

blogcto
02-Feb-2026

What Engineering Leaders Get Wrong About AI Tool Adoption

Most teams measure AI tool success by adoption rate. The right metric is whether hard tickets get easier. Here's the framework that works.

Fatima Zahra Ghaddar