Moving AI from pilot to production workflow

An e-commerce platform had run AI pilots for a year with no operational impact. We integrated AI-assisted workflows directly into their sprint process, cutting review time and rework.

The platform team had tested multiple AI tools in isolation. Productivity gains never made it into daily delivery because there was no shared workflow or quality standard.

We mapped their sprint process, identified high-friction review and testing steps, and integrated AI assistance into those stages with guardrails the team could trust.

Release cycles accelerated 3.2× within two quarters, with less rework and faster code review across the team.