The wall every vibe coded app hits
AI tools make the first version fast. Then the app reaches real users and the same patterns show up: slow pages, data that drifts, auth that leaks, deploys that break, and a codebase nobody fully understands. The prompts that built it cannot fix it. That is where 7Sigma comes in.
7Sigma picks up where your tools and your team leave off. Principal Rob Christian has 25 years building production systems at enterprise scale and now builds DRM3, an AI company with products in production. He reads your codebase, finds what is load-bearing, and gets the app stable before adding anything new.
What rescue looks like
- Firefight first: Stop the outages, the data loss, and the security holes. Add logging, backups, and a deploy that can roll back.
- Audit the code: Map what the AI generated, what is duplicated, what is dangerous, and what can stay. You get a written plan, not a rewrite pitch.
- Mature the architecture: Real environments, tests on the paths that matter, CI, secrets handled correctly, and a data model that survives growth.
- Scale it: Fix the queries, the caching, and the hosting so the app holds up under load and the cloud bill stays sane.
- Carry it forward: Keep shipping features while the foundation is fixed, with rules the AI coding agents follow so the next generated code lands clean.
- Hand it off: Documentation, codified conventions, and help hiring the engineer who owns it next.
Keep using AI. Add a senior operator.
7Sigma does not ask you to stop vibe coding. The work is to put an architecture and a conformance layer around it so the agents produce code that fits. Rules in the repo, checks in CI, and a reviewer who knows which shortcuts are fine and which ones take the site down at 2 a.m.
This is the same approach 7Sigma uses on fractional CTO engagements with regulated health tech and AI products: architecture set by a senior engineer, delivery pipeline owned, AI agents constrained by codified rules.
Who this is for
- Founders who built the first version themselves and now have paying customers.
- Non-technical founders whose contractor or agency moved on.
- Small teams whose AI-generated app outgrew what the team can safely change.
- Investors and operators who need an honest read on whether a vibe coded product can scale.
7Sigma is based near UCF in Orlando and works with clients nationwide, mostly remote, in your repos and your workflow.
How it starts
Book a call and share the repo. Within the first week you get a straight assessment: what is broken, what is risky, what to do first, and what it costs. Short, intense engagements are normal here. Senior work, no account managers, direct contact with the person doing it.
Frequently asked questions
I vibe coded my app and need someone to carry it forward. Is that what 7Sigma does?
Yes. 7Sigma takes AI-generated and prototype codebases built with Cursor, Lovable, Replit, Bolt, Claude, or ChatGPT and carries them to production: stabilize, fix, mature the architecture, scale, and keep shipping features while that happens.
Do I have to rewrite my vibe coded app from scratch?
Usually no. Most vibe coded apps have a usable core wrapped in duplicated and fragile code. 7Sigma audits first, keeps what is load-bearing, and replaces only the parts that will not survive growth. A rewrite is recommended only when the audit proves it is cheaper than the fix.
Can you fix a vibe coded app that is already breaking for customers?
Yes. Firefighting comes first: outages, data problems, auth and security holes, and deploys that cannot roll back. Once the app is stable the work moves to architecture, tests, and scale.
How fast can you start on an emergency?
Fast. Book a call, share the repo, and expect an assessment within days. For active incidents 7Sigma can start on triage the same week.
Will you keep working with my AI tools?
Yes. 7Sigma sets up rules and checks so AI coding agents generate code that fits the architecture, then reviews what they produce. You keep the speed and gain a senior engineer who keeps it safe.
Do you work with non-technical founders?
Yes. 7Sigma is often the first call for non-technical founders: the technical advisor who sets direction before the first hire and takes over when a contractor or agency leaves.
Where are you located and do you work remotely?
7Sigma is based near UCF in Orlando, Florida, and works with clients nationwide. Most rescue engagements run fully remote inside your repositories and tools.