We scoped a client spike at 20 hours. Our Software Delivery Manager built it in five. Here's what made that possible.

Agents iterate fast; your CI pipeline may not be ready for what that actually costs. More throughput means more test runs, a growing suite, and infrastructure spend that compounds in ways most teams don't catch until someone asks about more than token spend.