We're the "humans in the loop" who make your AI strategy tick.
We audit AI-built SaaS codebases before they break under customers, fundraising, or scale.
Senior engineers with experience in healthcare, fintech, and SaaS systems. AI-empowered, not AI-enabled .
Start here
Recommended first step
Get an honest assessment before you touch the code
If your product was built fast with AI tools, the fastest way forward usually isn't more shipping. It's finding the structural, security, and maintainability issues before they get more expensive.
Book an auditBuilt with AI, hitting walls
Stabilize the codebase after the audit
Cursor, Claude Code, Lovable, Copilot - they got you to v1. But now it's slow, fragile, or just... weird. We audit first, then stabilize, restructure, and make it production-ready.
Fix my codebaseRaising, hiring, or scaling
Use the audit to de-risk the next milestone
Before you raise, scale, or hand this off - find out what you actually have. No spin, no padding. Just a clear picture of what works, what doesn't, and what it'll take to fix.
See the audit offerBuying or investing
Know what the code says before the deal closes
Revenue metrics and product demos don't tell you whether the architecture can scale or the AI-generated code will survive integration. We tell you what it costs to fix - before you sign.
See our due diligence processWhy this matters
41%
of GitHub code is now AI-generated. It ships fast. It breaks at scale. The gap isn't more AI - it's expert humans who understand what the AI built.
We use AI every day. But someone needs to be accountable for what it produces. That's us.
Primary Offer
Fixed-scope AI codebase audit
A senior-engineer audit for SaaS teams that shipped quickly with AI and now need clarity. We review the codebase, identify the risks, and give you a prioritized remediation plan your team or coding agent can start executing immediately.
What you get
Security, architecture, and code quality review
Fixed-scope engagement starting at $2,500
48-72 hour turnaround for standard audits
Walkthrough call plus implementation-ready backlog
How we work
We own outcomes, not tickets.
We're not staff aug. We take a problem, own it end-to-end, and deliver. You set the direction. We handle the engineering.
We work directly with decision-makers.
No project managers relaying messages. Founders talk to engineers. Deal teams talk to the people who read the code. Short loops, fast decisions.
We tell you what we actually think.
If the architecture needs a rewrite, we'll say so. If the code is better than expected, we'll say that too. No padding hours, no inflating scope.
Work
Automotive / Legacy Migration
Two Legacy Apps, One Flutter Platform
How we merged two 5-year-old native apps into a single Flutter platform for one of Australia's largest dealership software companies.
AI / Document Processing
AI Document Intelligence Platform
How two engineers built an LLM-powered document processing platform - from hardcoded extraction to dynamic schema generation - for a seed-stage startup.
Healthcare SaaS
Building a Clinic Operating System
How we built a vertical SaaS from scratch - Elixir/Phoenix backend, React Native mobile, AI-powered documentation, and clinical workflows.
Latest
View allThe Cost of Delegation
Agents execute at scale. Accountability doesn't transfer. The founder who delegates everything to AI doesn't become a CEO with thousands of staff — they become an accountability sink.
Mar 13
Claude Code Audit: 5 Real Projects, 5 Hidden Failures
We audited 5 SaaS apps built with Claude Code. The code looked senior-level — but auth, error handling, and data integrity were silently broken. What to check in yours.
Feb 26
PostGIS: Building Location-Aware Applications
Practical guide to PostGIS, spatial indexing, and H3 — turn address columns into spatial queries for delivery routing and territory analysis.
Feb 23
Ready to see what your codebase actually needs?
Start with the audit. We'll tell you what is solid, what is risky, and what to fix first.