Expert Judgment
Senior engineers and architects with years of experience building production-grade systems and untangling legacy codebases.
Restore velocity. Reduce risk. Get fundable code.
About VibeInProd
We stabilize AI codebases before they destroy your startup.
Who We Help
Seed to Series A AI startups—CTOs, technical CEOs, and founding teams—who built with Cursor, Claude, or other AI tools. You need the codebase to scale without collapsing, hold up under technical due diligence, and support velocity, talent retention, and fundraising. We don't serve large enterprises or 50-person eng orgs. We're built for funded teams that move fast and need institutional-grade cleanup and methodology.
Who We Are
We're specialists in fixing vibe-coded projects: codebases built with AI tools but without expert engineer validation. That leads to duplication, unused code, security vulnerabilities, and flaky logic. And to business impact: slower velocity, higher burn, talent churn, and risk at fundraising.
Our mission: transform AI-generated chaos into production-ready, maintainable code. We apply expert judgment to identify what's salvageable, what needs consolidation, and what must be rewritten. So you get fundable code and restored confidence.
Whether you're a founder who moved fast with AI tools, a tech lead inheriting a vibe-coded codebase, or a small team struggling with unpredictable bugs, we bring expert review, proper patterns, and real engineering discipline to your project.
Who You'll Work With
Marc-Aurèle Besner
Funded CEOs and CTOs aren't buying hands—they're buying thinking. You get someone who has seen AI build patterns at scale: what holds, what collapses, and where the rewrite risk lives. My background is in production-grade systems, refactoring legacy codebases, and shipping in high-velocity environments. I don't just fix AI code; I apply a clear architectural philosophy: clarity over cleverness, consistency over one-offs, and calm velocity over chaos.
I've spent years building AI-powered systems and untangling the structural risk in AI-generated code—duplication, prompt leakage, flaky logic, patterns that don't scale. I built VibeInProd to give funded startups a methodology, not a one-off service: from "it works on my machine" to "we can scale and raise on this," with frameworks (the AI Stability Index™, the AI Architecture Risk Map™) that signal depth and system thinking.
You work directly with me. No junior handoff, no PM layer. Senior-level review, hands-on cleanup, and the reasoning behind every recommendation.
Why We Do This
We've seen too many promising products derailed by fragile code, and too many teams burn out fighting tech debt instead of building. VibeInProd exists to give AI-powered startups a clear path to fundable code.
Why Choose Us
We're not a generic consultancy. We're senior engineers who've seen it all.
Proven Patterns
We bring battle-tested patterns and practices from fast-growing startups and regulated industries like FinTech and HealthTech.
Fresh Perspective
External partners bring the distance needed to make tough technical decisions without internal politics or legacy constraints.
Stack Agnostic
Deep experience across TypeScript/JavaScript, Python, Go, Rust, and Solidity. Vibe coding problems exist everywhere. We fix them all.
Our Principles
The values that guide our work.
Clarity
Code should be readable, maintainable, and self-documenting. We eliminate ambiguity and make intent obvious.
Consistency
Patterns should be uniform across the codebase. We establish conventions and enforce them with tooling.
Calm Velocity
Speed comes from confidence, not chaos. We build guardrails that let teams move fast without breaking things.
Experience
Built on years of hands-on refactoring experience across diverse industries.
Open Source
Active contributor to TypeScript, React, and Web3 tooling ecosystems. Our work is battle-tested by thousands of developers.
Speaking
Talks on code quality, refactoring strategies, and developer experience at conferences and meetups worldwide.
Consulting
Helped dozens of teams transform their codebases and restore development velocity. From startups to Fortune 500 companies.
Writing
Articles on refactoring, DX, test strategy, and repository patterns. Thought leadership in code quality and architecture.