Government knows AI matters—but too often it takes too long to deliver real operational impact. Under increasing efficiency pressure and scrutiny, the challenge is no longer experimentation but execution: how to embed AI into live public‑sector operations without weakening accountability. The most credible gains come not from automating decisions, but from removing friction around them—freeing officials to focus judgment where it matters most. This article explores why many AI initiatives fail to scale, and what a pragmatic, delivery‑led approach looks like.