You made the right call adopting AI coding tools. Your team ships faster than ever. But AI doesn't refactor. It doesn't consolidate. It copies, pastes, and moves on. The debt is accumulating whether you're tracking it or not. We help you manage the downside without giving up the upside.
"AI-generated code is highly functional but systematically lacking in architectural judgment."
You're not going to stop using AI tools. Neither are we. The goal isn't to slow down—it's to keep the architecture coherent while your team ships at AI speed.
We embed with your team for ongoing review. Catch drift weekly instead of discovering it quarterly.
Module boundaries, abstraction layers, system design. The judgment calls that require context AI doesn't have.
Rules, linting, and review processes tuned for AI-generated code. Stay fast, stay coherent.
15+ years experience. Direct access. The expertise you need without the full-time headcount.
These patterns show up in every AI-heavy codebase. Yours included.
AI adoption correlates with an 8-fold increase in duplicated code blocks. Copy-pasted lines now exceed refactored lines for the first time in GitClear's history of measurement.
Source: GitClear AI Code Quality Report (211M lines analyzed)The percentage of changes that involve refactoring dropped from 25% in 2021 to under 10% in 2024. AI adds new code but never consolidates existing patterns.
Source: GitClear AI Code Quality ReportAI creates single-use implementations instead of generalizable, reusable components. Every feature becomes its own island.
Source: Ox Security Research (300+ repos analyzed)AI defaults to tightly-coupled code, reversing progress toward modular systems. It rebuilds common functionality from scratch instead of using established libraries.
Source: Ox Security ResearchOngoing oversight, targeted audits, or hands-on recovery. Depends on how much debt you've already accumulated.
Embedded oversight that scales with your output. We review PRs, guide decisions, and catch drift before it compounds.
A clear picture of where you stand. We identify AI-generated anti-patterns and give you a prioritized remediation plan.
Configure your AI tools to generate better code from the start. Guardrails that prevent debt without killing velocity.
When the debt has already accumulated. We do the refactoring, restore coherence, then set up prevention.
No pitch. We look at your codebase, tell you what we see, and you decide if it's worth addressing.
Tell us about your codebase and what you're experiencing. We review every submission personally.
We spend time in your actual code. Understand the architecture, identify the patterns.
Written findings with prioritized recommendations. No fluff, just what we'd do.
Take the report and run, or continue with ongoing support. Your call.
"I don't think I have ever seen so much technical debt being created in such a short period of time during my 35-year career in technology."
Tell us about your situation. If your project is a fit, we'll reach out with next steps.
Get Started →Or keep shipping and hope for the best.