Built your application with Claude Code, Cursor, Lovable, Bolt, Replit, Windsurf, or v0 — and now hitting bugs, instability, and scaling problems? We help identify what's actually causing it, and build a clear path forward. Your software doesn't need another developer. It needs infrastructure.
Free Product Scale Assessment™ · We diagnose before we recommend · We'll tell you if it's even worth fixing
Sound Familiar?
Overheard
“My app worked yesterday — and I didn't change anything.”
Overheard
“Every new feature breaks something else.”
Overheard
“I have no idea where the bug actually is.”
Overheard
“The AI keeps fixing one thing and breaking another.”
Overheard
“Is it Supabase, auth, the API, the prompts, or the database?”
Overheard
“I'm afraid to touch the code.”
Overheard
“Users report issues I can't reproduce.”
Overheard
“My app was generated in three different coding styles.”
Overheard
“I've spent weeks going in circles.”
If two or more of these are yours, it isn't bad luck — it's architecture. And architecture is diagnosable.
Show me what's breaking →No commitment. We'll tell you whether your product is worth fixing before recommending anything.
Why This Happens
AI coding tools are the fastest way ever to validate an idea and get real users. But once people depend on your product, complexity compounds — and the parts that were “good enough” for an MVP become the parts that break.
Sessions, roles, and access control that hold up under real users.
Relationships, migrations, and data integrity as the schema grows.
Third-party services that fail quietly and need proper error handling.
Queries and pages that were fine at 10 users and crawl at 1,000.
Exposed keys, missing validation, and gaps an MVP can't carry to scale.
Hosting, environments, and deployments that need to be repeatable.
Inconsistent, undocumented code that slows every future change.
The CRM, onboarding, and workflows the business needs to actually run.
We identify exactly what's broken, and why, before recommending a single change.
Your Diagnosis
The Product Scale Assessment™ is the honest, expert read on the state of your product. Before anyone touches your code, we run a structured diagnostic across your software and your operations — so every decision after it is based on evidence, not guesswork.
What we evaluate
Infrastructure Maturity Score™
SampleWhat you receive
Answer a few questions about your product and your stack. You'll get your Infrastructure Maturity Score™, your prioritized issues, and a 90-Day Roadmap™ — specific to your product, not a template.
Get my diagnosis →Free · about 2 minutes · no credit card · no obligation to proceed
We identify what's broken before recommending solutions — and we don't rebuild unless it's genuinely necessary.
Engagements
For founders whose AI-built application has become unstable or hard to change.
For founders whose product works, but the business still runs on spreadsheets and manual work.
The complete transformation — software stability and the operating company behind it.
Not sure which one fits? You don't have to decide. The assessment tells us — and you — exactly which engagement your product needs.
Get diagnosed first →The Path
Built an MVP with AI
Launched the product
Got real customers
Hit growth & stability problems
Complete the Product Scale Assessment
Receive an Infrastructure Maturity Score
Get a recommended engagement
Delivery
Quarterly optimization
Long-term infrastructure partner
Representative Engagements
Representative scenarios, anonymized — replaced with named case studies as they become available.
Once your assessment is in hand, the next step is a read-through with the architect who would own your rescue — so the plan is clear before any work begins.
Questions
Yes — it's most of what we see. We're used to applications assembled across Claude Code, Cursor, Lovable, Bolt, Replit, v0, and others, often in mixed styles. We assess what's there and build a clear path forward, rather than starting from a blank slate.
Usually not. A full rebuild is rarely the right first move. The assessment tells us what to stabilize, what to refactor, and what's fine as-is — so you spend effort where it actually matters.
No. We're not here to replace developers. We diagnose the product, stabilize the foundation, and build the infrastructure around it. If you have a developer, we make them more effective with documentation, architecture, and a clear roadmap.
Yes. We frequently work alongside an existing developer or team — handing off documentation, architecture decisions, and a prioritized backlog they can execute against.
That's exactly what the Product Scale Assessment™ is for. Most founders can feel that something's off without being able to name it. We find the root causes and show you, in plain language, what's actually holding the product back.
Yes. Mixed tooling and inconsistent code styles are one of the most common things we see. Part of the work is bringing coherence to a codebase that was assembled from several AI assistants.
The assessment is structured and time-boxed — typically a short, focused engagement rather than an open-ended audit. We scope it up front so you know the timeline and the deliverables before we start.
You receive an executive summary, an Infrastructure Maturity Score™, prioritized issues, quick wins, and a 90-Day Roadmap™ — plus a recommended engagement. You decide what to do next with a clear picture, not a guess.
You shipped something real with AI — and you've spent too long guessing at why it keeps breaking. Stop guessing. Get a clear diagnosis of what's actually wrong, what to fix first, and what it will take — from people who understand exactly why AI-built products fail.
Get my diagnosis →We diagnose before we recommend · We don't rebuild unless necessary · We'll tell you honestly if it isn't worth fixing
Already know you need help? Talk to an architect directly.