Engineering team needed to compress shipping cadence in a market where competitors were releasing features weekly. Generic AI tooling had not moved the needle. Standard PR review was the most consistent bottleneck: senior engineers spending too much time on the lowest-leverage parts of the loop.
Multiple coaching engagements paired with custom agents built into the team's existing pipeline. Agents wired into Jira for ticket triage and refinement, and into the review pipeline to surface critical code paths needing human attention. Methodology rather than tool swap: agents replaced the lowest-leverage parts of the human review loop and freed senior engineers for the high-leverage decisions.
Three new products shipped since the engagement started, in a market where features ship weekly. Reported delivery speedups of up to 500%. Custom agent stack now part of the standard internal toolchain.
We go through where your R&D org stands, which codebases are ready, and whether the programme or a single module is the right first step.