Performance work should not consume your best engineers

Large Spring Boot repositories accumulate N+1 database calls, repeated I/O, unnecessary allocation, slow algorithms, and hidden scaling problems. Finding one is difficult. Proving a safe fix can take a senior engineer days.

JAIPilot does that work in the background:

1. Builds your real repository at an exact commit and records the baseline.
2. Finds and measures one bottleneck, then makes the smallest behavior-preserving fix.
3. Opens one draft PR with the before/after numbers, focused regression tests, and final clean-build evidence.

No dashboard full of findings. No auto-merge. If JAIPilot cannot prove the change is both safe and beneficial, it publishes nothing.

See the result, not an AI promise

In two independent Spring Petclinic runs, JAIPilot found and removed two different N+1 query paths:

• vet loading dropped from 52 SQL statements to 3 at 50 vets;
• owner type lookup changed from growing with the result set to one batched query;
• both changes were small, two-file draft PRs and passed Java 17 and Java 21 CI.

Current private beta

JAIPilot currently supports GitHub-hosted Maven and Gradle Java repositories that can build without private-network dependencies.

Install it on one selected repository. Get a measured performance improvement—or no change.