We help engineering teams maintain code health while using AI coding tools. Not one-time cleanup—ongoing architectural oversight that prevents drift before it becomes disaster.
"AI-generated code is highly functional but systematically lacking in architectural judgment."
Most "vibe coding cleanup" services do one-time rescues for non-technical founders. We work with engineering teams on an ongoing basis—catching drift before it compounds.
We embed with your team for continuous architectural review, not just emergency rescue after things break.
We focus on module boundaries, data flow, and abstraction layers—the strategic decisions AI cannot make.
We set up the guardrails, rules, and review processes that keep AI on track from the start.
Architects with 15+ years experience. Direct communication. Judgment you can trust.
Independent research shows consistent patterns in AI-generated code that compound across your codebase over time.
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 ResearchWe combine deep architectural knowledge with hands-on code work. Not just advice—actual improvement to your codebase and workflows.
Senior oversight embedded in your engineering team. We review PRs, guide architectural decisions, and catch drift before it compounds.
A deep assessment of your current codebase. We identify the specific anti-patterns causing pain and deliver a prioritized remediation plan.
Configure the guardrails that keep AI tools productive without accumulating debt. Rules, linting, review processes, prompt patterns.
When the codebase has already drifted too far, we do the refactoring work ourselves. Restore architectural coherence, then set up prevention.
Whether you need a one-time audit or ongoing oversight, the engagement starts the same way.
30 minutes to understand your codebase, team, and the specific pain you're experiencing.
We spend time in your actual code, understanding the architecture and identifying drift patterns.
Written findings with prioritized recommendations. This becomes our roadmap for any further work.
You decide: take the report and run, or continue with ongoing support or hands-on work.
"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."
Share a bit about your situation and we'll reach out within 48 hours. No sales pitch—just an honest conversation about whether we can help.
Start Conversation →Takes about 2 minutes