01Vibe coding rescue
Vibe coding got you 80% of the way to a working product. Now you’re hitting walls, and the AI keeps confidently hallucinating. You just need someone in your corner who knows what they’re doing. That’s us, real humans with real experience, ready to help.
Ben’s Best Price
Where projects stall
Most people with an idea never get a working prototype in front of a user. You did. But AI is not good at the last 20%: Auth that holds up, a database designed for more than one user, tests that catch a failure before your customers do. That’s the gap. We can help.
We don’t start by telling you to rebuild. Let’s find out what you actually have.
for eligible companies
We’ll do a high-level audit of your app, then you’ll meet with a real live human being to go over what we’ve found. Once we’ve reviewed your app, you’ll meet with us for up to an hour to learn about where you stand.
Get your free code auditWhat comes next?
The AI APP Health Check
After your code audit, you may be ready for the next step. Our AI APP Health Check is built specifically for vibe-coded projects that are working but not yet production-ready. You’ll have a live call with a senior engineer who walks you through every detail. You’ll get a list of identified problems and proposed solutions. Call it a vibe code audit: senior engineers, experts in agentic development, go through whatever you vibe coded with AI.
We build you a custom harness of agents with architectural guidance, then check in weekly to help keep you on track. You’re not going dark alone. A senior engineer is watching and catching the things you can’t see yet.
If you’re ready to hand the whole thing off, our agentic engineers take it from here. We scope it off your audit and give you a fixed quote before anything starts.
Vibe coding cleanup specialists
A vibe code cleanup specialist is a senior engineer with expertise in agentic development, who reviews your vibe-coded project and identifies what needs fixing. Our team covers the full Software Development Lifecycle (SDLC). Senior engineers go through AI-generated code line by line, find what’s wrong, and have the tools, ingenuity and judgment to fix it.
Our software code audit covers whatever platform you built it on, be it Lovable, Bolt, Replit, Cursor, v0, Claude Code, Windsurf, Base44, and more.
Whether you need a little help or a lot, our vibe code cleanup specialist will get you across the finish line. Our experienced team understands the software development lifecycle from every angle.
In some cases we recommend more detailed security audits or even penetration tests but an app health check can identify most of what might be wrong.
Why RSM Studio
We don’t stop at a report. RSM Studio fixes what it finds. We understand what works and what doesn’t. Solutions can be technical or design-focused, depending on what we find. When you work with us, you benefit from our combined institutional knowledge and the individual depth each person on the team brings.
Results from RSM Studio client projects.
Lower development costs
Up to 90%
Compared with traditional development.
Senior oversight with AI execution brought development costs down by up to 90%.
Built to grow
500%
Traffic growth after launch.
Senior engineering orchestration and verification ensured AI-written code stayed stable through 500% post-launch traffic growth.
Production scale
79M
Pricing calculations/month.
Senior engineers shaped the system architecture and verified AI-assisted code so the platform could reliably process 79M pricing calculations each month.
Revenue growth
71%
Revenue increase after launch.
Once we built the client’s application, work they had been doing by hand moved into their website and app. Revenue grew 71%.
Our team holds industry certifications across cybersecurity, AI deployment and delivery:
Pricing
Every service here starts with a free code audit.
Free
$500
$950 /month
Custom quote
07Meet the team
Security assessment is led by Serhii Marukhnenko. Architecture is led by Ryan Abrams. When you work with us, you benefit from our combined institutional knowledge and the individual depth each person on the team brings.
Solution Architect
Director of Delivery
Studio Head
Director of Product Design
AI Solutions Advisor
Project Manager
Creative Designer
Operations
Senior Engineer
Is this for you?
Whether it’s a quick fix or a full vibe code rescue, we’ll walk through exactly where your project stands and what your real options are, at no cost and with no obligation.
08Frequently Asked Questions
No, vibe coding is not inherently bad. Vibe coding builds working software faster than any previous method available to a non-engineer. Trouble can arrive later, and it concentrates in four areas: security, data access, structure, and everything that shows up under real load. A vibe-coded app may or may not be sound; the only way to tell is to have someone read the code.
Vibe coding vs traditional coding comes down to timing and experience. Traditional coding requires an engineer. Vibe coding lets someone without an engineering background build a working product. The trade-off often shows up later: the trouble concentrates in security, data access, structure, and how the app holds up under real load.
Yes, vibe coding technical debt is a well-documented problem. A model optimizes for the prompt in front of it. As a result, the same logic might get written four times in four places, error handling might appear where it was asked for and nowhere else, tests may exist only if you requested them, and the same piece of data often ends up stored in more than one location. On their own, each of these is manageable. Together, they can make updates and changes hard to manage safely. Vibe coding technical debt is also quantifiable, which is why an audit can surface these issues.
A source code review is a line-by-line reading of your application by an engineer, looking for defects, security gaps, and structural problems. The term is used in two ways. Penetration testers use it for vulnerability hunting. RSM Studio uses it for the broader reading that covers security, architecture, and maintainability together.
A code quality audit measures how the code is written rather than what it does: duplication, complexity, test coverage, naming, and how hard the next change will be. It answers the question of what this codebase costs you over the next year.
An AI-native team member with the right expertise directs scoped agents through your codebase, asking questions specific to your project along the way. They then sit down with you to walk through exactly what they found.
The code audit checklist includes authentication, authorization, secrets management, database access rules, input validation, error handling, test coverage, dependency vulnerabilities, architecture, and deployment configuration.
Our free code audit takes 24 to 48 hours starting from the point we have access. The AI App Health Check takes three days from the point we have access. The live session is scheduled inside that window.
Read-only access to your code, and whatever requirements, specs, or prompts you have. If you have none, that’s normal and we work from what exists.
RSM Studio works with teams anywhere. Audits and walkthrough calls happen remotely.
Yes. The remediation work gets scoped from the audit findings, and you decide whether RSM Studio does that work.
NDA before access, read-only, no production credentials, working copies deleted on delivery. You own the code. No lock-in.
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