AI Delivery Management
You built it with AI tools. Now it's a mess. We fix it.
As AI coding assistants became mainstream, thousands of teams shipped features fast — then hit a wall. Inconsistent patterns, missing tests, undocumented decisions, and bloated bundles. We specialize in stepping into these 'AI swamp' codebases as delivery managers: triaging the damage, remediating the worst offenders, and installing the engineering discipline needed to actually deliver at pace again.
Full Codebase Audit
We systematically map your codebase — identifying security risks, performance bottlenecks, dead code, and architectural anti-patterns.
Swamp Code Remediation
Methodical refactoring of the worst AI-generated code: duplicate logic, God objects, missing error handling, raw SQL injection points.
Test Harness Installation
We add the unit and integration test layer that was skipped during the AI-sprint phase, starting with the highest-risk modules.
CI/CD Pipeline Setup
Automated quality gates (lint, test, security scan) installed so future AI-generated code can't silently degrade the codebase.
Sprint Delivery Management
We run the delivery process as embedded tech leads — sprint planning, daily standups, PR reviews, and velocity reporting.
Engineering Documentation
Architecture docs, runbooks, and decision logs written so your team understands the codebase instead of fearing it.
Codebase Audit & Risk Triage
Within the first week we produce a written audit report ranking every risk by severity — security, performance, maintainability, and delivery risk.
Remediation Plan
We present a phased remediation plan with effort estimates. You decide the priority; we execute it in sprints.
Parallel Stabilization
While remediating, we maintain delivery momentum — fixing critical bugs and shipping agreed features in parallel.
Engineering Discipline Installation
CI/CD, test coverage thresholds, PR templates, and code review checklists installed so the swamp can't grow back.
Handoff or Ongoing Management
We either hand back to your team with full documentation, or stay on as embedded delivery managers for ongoing sprints.
- Written codebase audit report
- Risk-ranked remediation backlog
- Refactored high-risk modules
- Test suite for critical paths
- CI/CD pipeline with quality gates
- Architecture documentation
- Engineering standards guide
- Sprint velocity & delivery report
Ready to get started?
Tell us about your project and we'll put together a delivery plan within 48 hours.