Custom automation that passes your code review

Off-the-shelf generation tools don't understand your conventions, module boundaries, or your review standards. The output compiles, but your senior engineers spend more time fixing it than it saved. Teams report that 30-50% of generated pull requests need non-trivial rework before they're mergeable.

The alternative - building custom automation internally, rarely gets prioritised. Meanwhile, your most experienced engineers keep hand-writing CRUD endpoints, data mappers, and integration glue that follows patterns already in your codebase.

We embed with your engineering team for 4-6 weeks to build a custom automation layer directly on top of your codebase. We write custom pipelines, calibrate generation rules against your actual code patterns, and wire everything into your existing CI/CD and review flow.

The deliverables include generation pipelines that produce code matching your conventions, review workflows calibrated to your team's standards, and a codebase-indexed retrieval layer that keeps generation accurate as your architecture evolves. At the end of the engagement, your team owns and operates the entire system with no recurring licenses.

Code Generation Pipelines. Workflows targeting your highest-impact repetitive work - API endpoints, data layer boilerplate, test development, integration adapters. Output matches your conventions and passes review at 80%+ acceptance rates.

Automated Review Gates. Validation wired into your CI/CD that checks generated output against your type contracts, naming conventions, and coverage thresholds before it reaches a human reviewer. Your engineers review exceptions.

Codebase Index + Operations Runbook. A retrieval layer that gives generation tools accurate context on your architecture - plus a complete runbook so your team can maintain, tune, and extend everything independently.