Stalled Build?
Vibe-code rescue. We are here to help.
Your build stalled on logins, on who can see what, or on payments, and nobody has to throw it away. Send it over, and in 2 business days you will know what you can keep, what has to be rebuilt, and what it takes to finish.
“one quote was 60k. another was higher. and every one of them framed it as starting over. throw away the thing that works, sit in the dark for four months, hope the new one comes out the same, pay a fortune, pray.”
What is vibe-code rescue?
Vibe-code rescue is finishing an app you built with AI that has got stuck, rather than replacing it. What you built becomes the starting point. The idea, the steps people go through, the design, and anything you have learned so far are all kept. What gets rebuilt is the foundation underneath, meaning the rules about who can see which data, and the parts that break when a lot of people use them at once. It starts with a free check that comes back in 2 business days, so you see the honest split between keep, rebuild, and cut before you spend anything.
Starting over is usually the wrong answer
The quotes above are real, and so is the instinct behind them. Software that fights back looks like software that should be deleted. But building again from scratch throws away the one thing that is genuinely hard to buy, which is everything you worked out along the way about what your product should be. Every decision you made, and anything you learned if you have had it in front of people, lives in your screens and the steps you take people through rather than in the quality of the code.
In practice the work sorts into three piles, and the check exists to tell you the size of each one before you commit. What you keep is usually larger than founders expect. What gets rebuilt is usually the foundation, since the rules about who can see which data have to be right underneath rather than added on afterward. And what gets cut is the pile nobody enjoys and every stuck project needs, because some of what is broken was never worth building.
The reason this beats starting over on time is not that we type faster. It is that a lot of the expensive thinking has already been done, by you, and we can see it in what you built. We are not starting from a blank page. We are finishing something.
The step between a working demo and paying customers
There is a step between the demo works and I can charge people for this, and almost nobody tells founders what is on that list. These four show up again and again in apps built with AI.
- Your secret keys sitting in the part of the app that runs in the customer's browser, where anyone who knows where to look can read them.
- Database rules that let any logged-in customer ask for another customer's records directly, because the login screen got mistaken for the security.
- Parts of your app that hand out data to anyone who asks, while the screen merely hides the button that would ask for it.
- One failed connection and the customer is staring at a blank screen, because nothing catches the error and explains it.
None of these are visible from the outside, which is exactly the problem. They are also all fixable, and finding out which ones you have is what the check is for.
How common this actually is
98%
of 1,072 scanned apps built this way had at least one security hole. 173 of them had a serious one.
Symbiotic Security, June 2026 →45%
of AI-written code samples had one of the ten most common security holes in them, across 80 tasks and more than 100 AI models.
Veracode, July 2025 →5.2%
of the ready-made building blocks AI tools recommend do not exist at all, which is how an app ends up relying on something nobody ever wrote.
USENIX Security 2025 →Two things are worth saying plainly about those numbers. The first two come from companies that sell security software, so read them as a strong signal about the direction rather than settled fact. The study on invented building blocks is the exception, because independent researchers checked it before publication and it looked at 576,000 code samples.
The second is that none of it is a comment on you. These are what the tools do by default, across every user, at scale. Shipping fast with an AI tool was the right call. Making it safe to launch is simply a different job, and it is one nobody warned you about.
“i’d set up accounts, i thought that meant it was safe. turns out the buttons were hidden from other users but the data underneath was wide open to anyone who knew how to ask for it directly. i literally could not see the door i’d left open, because i didn’t know that kind of door existed.”
How the rescue works
First the check, which is free and takes 2 business days. You send us the project. We look at how people log in, the rules about who can see which data, how your passwords and keys are stored, and how payments are handled. You get back a written report: what you can keep, what has to be rebuilt, the biggest risks in order, and an honest estimate. Plenty of founders take that document and fix things themselves, which is a fine outcome.
Then Spark, if you are still changing your mind about what to build. A week of paid discovery with Karl and Ken that ends in a real plan you can act on, including what to leave out. It costs $10,000 and it is credited toward your build. If the check shows you already know what you are building, we skip it and say so.
Then the build. Fixed fee, an agreed list of what you are getting, and a fixed timeline, all settled before anyone starts. Sprint runs from $15K to $120K depending on how much there is to build. You can see the code from day one, and the handover includes a plain-English map of your own system.
Your options from here, honestly
| Rescue with PixelFuel | Keep going alone | Start again from scratch | |
|---|---|---|---|
| What happens to what you built | Becomes the starting point. Kept where it holds, rebuilt where it does not | Stays as it is, including the parts that break | Thrown away, along with what it taught you |
| Time before you can charge money | Days to weeks, agreed up front | Unknown, and it has already been a while | Typically months |
| Who decides what to cut | Two people who have shipped products and will argue with you | You, alone, at midnight | Often nobody. Most shops build what is asked for |
| Someone checks it is safe | Included in the free check, before you pay anything | Not unless you know to ask for it | Depends entirely on who you hire |
| How you pay | Fixed fee and fixed timeline, agreed before work starts | Open-ended subscription and credits | One large quote, and you pay extra every time you change your mind |
| What you own at the end | The code, plus a map of how it works | The code, which you may not be able to read | The code, usually with no explanation |
Ken and Karl made the process so easy and seamless. The turnaround time was unlike anything I have experienced before and the final product speaks for itself. They provided the best guidance for UX and user experience and were incredibly collaborative in terms of feedback.
When rescue is the wrong call
It is not always the right answer, and saying so costs us nothing. If you have no customers yet and no real evidence anyone wants this, making it safe to launch is early and you should be talking to people instead. If what you built took a weekend, building it again is genuinely cheaper than checking it. And if what you need is one engineer for six months rather than a project with an end date, we will tell you that too.
The check is where this gets decided, which is part of why it is free. We would rather spend two days and tell you not to hire us than take on a project that should not exist.
FAQ
What is vibe-code rescue?
Do you throw my app away and start over?
Can you actually read code written by AI?
How exposed is my app right now?
Do I own the code?
What does it cost?
Send us the project. In 2 business days you get a written report on what you can keep, what needs rebuilding, and the biggest risks. No cost, and no obligation to work with us afterward.
Sources: Symbiotic Security, We scanned 1,072 vibe-coded apps - SupaExplorer, Vibe Coding Cybersecurity Insight Report - Veracode, 2025 GenAI Code Security Report - Spracklen et al., We Have a Package for You!