The Midmarket Guide to Agentic Software Development

Midmarket teams can gain meaningful delivery improvements with AI, but only when workflow design changes alongside tooling.

Start with delivery constraints

Identify where cycle time is being lost: backlog refinement, implementation, review bottlenecks, or testing. AI should target known constraints first.

Redesign by role, not by tool

Define role-specific agentic workflows for product managers, engineers, QA, and platform teams. Most transformations fail when one generic workflow is forced onto all roles.

Instrument outcomes from day one

Track baseline and post-rollout metrics such as cycle time, defect escape, review latency, and release predictability to show business value quickly.