You vibe code your project with Cursor, Windsurf, Lovable or Claude but hit walls on architecture, complex bugs or deployment? We take over your vibe coding project without starting from scratch.
From idea to production
What we do on your vibe coding project
They trust us
Our commitment
Cursor, Windsurf, Lovable, Claude — these tools are powerful for moving fast on early versions. But they also generate invisible technical debt, undetected security issues and architectures that break the moment your project gains traction.
We don't start from scratch. We audit what you've built, fix what needs fixing and structure what needs to hold over time. Your vision stays intact — your code becomes solid.
Our responsibility
We take full responsibility for auditing and securing your vibe coding projects with the same rigour we apply to any production product.
Our senior developers identify the risks LLMs miss: injection vulnerabilities, fragile business logic, uncontrolled dependencies, hidden infrastructure costs. You move fast — we make sure it holds.
Recent projects where we made a measurable impact.
Clutchain
Mobile-first gaming product connected to FACEIT, with progression loops, rankings, rewards, and web conversion journeys.
LAUNCH IN PROGRESS
Clink
Web-first whitelabel platform for bio-links and digital business cards, with advanced branding, admin operations, monetization, and real-time analytics.
+500 active entrepreneurs
MyBudly
Mobile+web social ecosystem with gamification, real-world tree planting, mini-games, AI features, integrated crypto wallet, and premium monetization.
€2,000,000 raised
Le Monde
Continuous Sirius evolution to harmonize editorial workflows and streamline newsroom collaboration.
3M+ written articles
COMING SOON
We have supported many other projects. Additional detailed case studies are being prepared to share our approach and measurable outcomes.
We practice vibe coding ourselves. We know what these tools do well, where they fail, and how to fix it cleanly without rewriting everything.
We audit the common flaws of LLM-generated code: injection, exposed secrets, fragile business logic, missing error handling.
Our goal is to unblock your project and get your application to production as fast as possible, without sacrificing the quality that matters.
No. We always start with an audit to distinguish what is reusable from what needs to be reworked. Most vibe coding projects have a solid functional base worth keeping.
We intervene surgically on the critical parts: security, data architecture, performance. The rest can stay as is or be improved progressively.
We are stack-agnostic. React, Next.js, Vue, Node, Python, Supabase, Firebase, PostgreSQL — we adapt to what you have already built.
We just make sure the tech choices are consistent with your growth ambitions and constraints.
A full audit takes 3 to 5 days. Fixing the critical points generally takes 1 to 3 weeks depending on the state of the project.
For projects aiming for a fast launch, we can prioritise the blocking fixes and work in weekly sprints.
Yes. We can either run a one-off audit and hand back improved code, or join the project long-term as a tech partner.
Many founders prefer to keep ownership of the product direction and delegate technical execution and quality to us.
Yes, as long as the right things are addressed at the right time. Most scalability issues don't appear at 100 users but at 10,000.
We help you identify what needs to be structured now to avoid blocking growth later, without unnecessary over-engineering.
Complementary expertise
Based on your current priorities, these expertise areas are frequently combined to accelerate delivery without compromising quality.
Identify the real blockers before they cost more
We analyze your code, architecture and processes to spot risks, prioritize fixes and secure the product roadmap.
View expertiseBUSINESS-ORIENTED MVP DEVELOPMENTLaunch a solid MVP without over-engineering
We scope, design and deliver a useful first version, fast to test on the market, built to learn quickly without compromising what comes next.
View expertiseFRACTIONAL TECHNICAL LEADERSHIPA fractional CTO to structure your decisions and accelerate delivery
We bring the technical leadership, structural decisions and execution vision of a senior CTO, without adding overhead to your internal organization.
View expertiseFrom the blog
Methods, costs and field notes to help you prepare your project.
Vibe coding: how to go from an AI-generated prototype to a product in production
Lovable, Bolt, Cursor or Claude Code let you build an application in a few days. Here is what's missing before you put it in the hands of real customers, and how to get there.
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An honest take after testing Stitch: what it genuinely accelerates, what it doesn't replace, and how it fits into a serious design workflow.
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