Anna Buczak
6
min read
Last Update:
August 1, 2025

Key Takeaways

  • Vibe coding refers to fast, unstructured development typical in early-stage MVPs.
  • While effective short-term, vibe coding leads to fragile codebases and mounting tech debt.
  • Common symptoms include slow dev velocity, repeated bugs, and difficult onboarding.
  • Startups must transition from “just working” to “built to scale” to survive growth.
  • Cleaning up doesn’t require a full rewrite—targeted refactoring and process upgrades are often enough.
  • A strategic code audit helps identify and prioritize high-risk areas.
  • Investing in documentation, testing, and CI/CD improves stability and developer confidence.
  • Vibe coding cleanup is essential before scaling your product, team, or investor pitch.

At the start, everything feels electric.

You’ve got an idea, a scrappy team (or not), and just enough vibe to build a prototype in two weeks. You’re moving fast. Users are clicking. People are curious. The vibe is immaculate.

But behind the scenes?
Quite often your code is held together by shortcuts and commented-out lines no one dares to delete.

Welcome to the phase we call vibe coding - where momentum is king, and structure takes a backseat.

It gets you to market.
It gets you traction.
And if you don’t stop soon, it’ll also get you stuck.

This article is about what happens when you outgrow your MVP codebase, why it’s quietly slowing your team down, and how to clean things up before it breaks your product or your business.

What is vibe coding, anyway?

“Move fast and break things,” they said.
You did. And it worked!

Vibe coding is meant for validation. It’s that early-stage energy where building something that works is more important than building something that lasts. And that’s totally normal (for a while).

In vibe coding mode, your team is:

  • Skipping architecture decisions in favor of “just get it running”
  • Copy-pasting instead of abstracting
  • Ignoring testing because “we’ll refactor later”
  • Forgetting documentation because “we all know what this does”
  • Shipping directly to production and praying it holds

And it’s all fine until you realize that while you’re celebrating quick wins on the outside, your codebase is slowly turning into a liability on the inside.

The hidden cost of staying in MVP mode

Vibe coding is meant to be temporary. But many teams get stuck there far too long, usually because the product is “working,” users are growing, and you want to move forward with new features.

But under the surface, things are slowly falling apart.

Here’s what we often see when startups outgrow their MVP code but keep building on top of it:

  • Dev velocity tanks
    What used to take a day now takes a week because touching any part of the code feels risky.
  • Onboarding new devs is painful  
    There’s no documentation, no conventions, and no clear logic behind past decisions.
  • Fixing one bug creates two more  
    The codebase is so fragile that even minor changes cause regressions.
  • Your team is constantly firefighting
    Instead of innovating, they're stuck maintaining or rewriting old features.
  • You start fearing your own roadmap
    The cost of change becomes unpredictable.

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Why cleaning up now matters

You don’t need perfect code to succeed. But you do need intentional code if you want to scale.

Founders often delay cleanup because it doesn’t feel urgent. It’s not a feature. It’s not a pitch deck bullet point. But in reality, it’s one of the most high-leverage moves you can make before things spiral.

Cleaning up isn’t about rewriting everything. It’s about:

  • Making your codebase readable, extendable, and testable
  • Introducing structure where chaos ruled
  • Giving your devs the confidence to build without fear
  • Creating space for real innovation—not just survival

What “cleaning up after vibe coding” actually looks like

Let’s stress it out once again: this isn’t about rewriting your product from scratch.
It’s about stabilizing what works, fixing what hurts, and future-proofing the rest.

When we come in to clean up after vibe coding, we don’t bring a wrecking ball but we bring a game plan.

Here’s what that process typically includes:

1. Code & architecture audit

We analyze your current stack, spot high-risk areas, and identify the most painful bottlenecks. This includes reviewing code quality, dependencies, deployment flows, and tech debt hotspots.

2. Cleanup & stabilization

We prioritize the parts that are blocking your roadmap like overcomplicated modules, untested legacy logic, or repeated patterns that should’ve been components.

Also we help you introduce sensible, lightweight development processes—version control hygiene, peer reviews, CI/CD, test coverage, clear branching strategies. Just enough structure to move fast without creating chaos.

3. Documentation

We make sure your next dev doesn’t need a week-long Slack thread to figure out how a feature works. This includes docs or setup guides, whatever removes friction.

You’re not the first founder in this position

Some of the best teams we’ve worked with started out in absolute chaos.
The first version of their product was duct-taped together or built in a rush to demo for investors.

And guess what? That’s okay.
What matters is that they didn’t stay there.

They recognized the need to shift from “Let’s just make it work” to “Let’s make it solid.”
You’re right on time to clean up and level up.

Ready to stabilize your product and unblock your team? Let’s talk!

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