Rescue for Software Built with Vibe Coding
Vibe coding tools get a prototype running in days. The problem comes later: real users, sensitive data, more volume and changes that break what already worked. At Possition we audit AI-generated code, fix what puts your operation at risk and make it production-ready, without throwing away what was built and without stopping the business.
What this service covers
What vibe coding is and why it breaks at scale
Vibe coding means building software by asking an AI to write the code, with little human review. It's great for validating an idea fast, but the result often has exposed credentials, open database permissions, duplicated logic, zero tests and no error logging. With few users nobody notices; when the operation grows, every change breaks something and nobody knows why.
Signs your app needs a rescue
- Every change you ask the AI for fixes one thing and breaks another.
- API or database keys live in the frontend code.
- There are no tests and no way to know what failed when a customer reports an error.
- The app slows down or crashes as more users come in.
- The cloud or AI bill grows faster than usage.
- Nobody on the team fully understands how the system is built.
What we do
- Code, architecture, security and personal-data handling audit.
- Vulnerability fixes: exposed secrets, authentication, permissions and data validation.
- Automated tests on critical flows and consistent error handling.
- Logs, monitoring and alerts to know what happens in production.
- Staged refactoring, prioritized by risk, without rewriting everything from scratch.
- Orderly deployment on your cloud, with separate staging and production environments.
How we work
- Assessment: we review the repository, infrastructure and costs, and deliver a report with prioritized risks.
- Stabilization: we first fix what could cause a data leak or an outage.
- Cleanup: tests, structure and documentation so the system can be maintained.
- Scaling: we size infrastructure and costs for real volume.
Rescue or rewrite: what makes sense
You don't always need to start over. It depends on how much value the existing build has and how much risk it carries.
| Criterion | Keep patching with AI | Rescue (Possition) | Rewrite from scratch |
|---|---|---|---|
| Time to stabilize | Undefined | Weeks | Months |
| Reuses what was built | Yes | Yes, what works | No |
| Security and data | Unreviewed | Audited and fixed | By design |
| Risk to operations | High | Low, in stages | Medium: full migration |
In the assessment we tell you which path makes sense. If rewriting is cheaper, we say so.
Implementation process
- 1
Diagnostic
We analyze your process and tell you what to automate, how, and what return to expect.
- 2
Implementation
We build the solution connected to your systems, with working deliveries and real tests.
- 3
Operation and improvement
We leave it running, train your team, and measure results.
The full detail, with deliverables per stage, is in how we work.
Frequently asked questions
Which vibe coding tools do you work with?
With code generated by Cursor, Lovable, Bolt, Replit, v0, Claude, ChatGPT or Copilot, and with the most common stacks: React, Next.js, Node, Python, Supabase, Firebase and PostgreSQL. What matters is the repository, not the tool that wrote it.
Do you have to rewrite the whole application?
In most cases, no. We keep what works, fix what's risky and clean up in stages. We only recommend a rewrite when it's cheaper than fixing, and we justify it in the assessment.
Can I keep using AI to code after the rescue?
Yes. We leave tests, structure and clear rules so AI stays useful without breaking what already works. Tests are the safety net for any change, whether a person or a model writes it.
How much does a vibe coding rescue cost?
It depends on the size of the repository and the state of the code. We start with a scoped assessment that delivers prioritized risks and an hour estimate for each stage, so you decide with numbers.
Did your AI-built app start failing with real users?
Send us the context and we'll review what makes sense: stabilize, clean up or rewrite.