How we Scaled AI Across our Mobile Engineering Team
We rolled out AI coding tools for writing code. Seven months later, engineers use them just as much for design docs, test plans, and PRD reviews.
The biggest gains weren’t where we expected.
Yes, engineers write code faster and write more tests. But the real shift was upstream. Increasingly clear requirements. Fuller test plans. Design docs that get pressure-tested before the first line of code. Time saved early compounds into cleaner execution downstream.
Here’s what we’ve learned.
The Starting Point: Support Without Mandates
We build a mission-critical mobile platform used by field technicians daily. When AI coding tools gained traction, we wanted engineers to explore them while keeping quality steady.
The message was clear. Explore new tools. Push them. Leadership will support that work. We also addressed job anxiety early. AI was not replacing engineers. Engineers remain at the...