MVP cleanup
MVP cleanup for AI-built products
We turn vibe-coded prototypes and AI-generated MVPs into products users can trust, from UX and UI to frontend, backend logic and QA.
Worked on products for teams like
Our mvp clean up process
From vibe-coded idea to product-ready MVP build.
We review what exists, find the weak spots, clean up the product experience, stabilize the build, and prepare the next version for real users.
Week 1
Code audit
We review the product, flows, frontend, backend logic, integrations, AI-generated code and the parts that feel fragile.
Typical outputs:
- 01Product audit
- 02Codebase review
- 03Risk list
- 04Cleanup priorities
Week 1-2
Logic cleanup
We map the core flows, fix confusing journeys and missing states, and make the product easier to understand.
Typical outputs:
- 01Flow map
- 02UX recommendations
- 03State list
- 04Product logic notes
Week 2-3
Frontend cleanup
We clean up the UI, components, responsiveness and frontend structure, so the product is consistent and easy to build on.
Typical outputs:
- 01Visual direction
- 02Component cleanup
- 03Frontend structure
- 04Design system foundations
Week 3-4
Backend setup
We fill the gaps prototypes skip: API logic, database flows, auth, permissions, validation, error handling and integrations.
Typical outputs:
- 01Backend logic notes
- 02API cleanup
- 03Integration fixes
- 04Validation rules
Week 4+
QA + Handoff
We test the product, fix rough edges, write the docs, and help your team see what changed and what comes next.
Typical outputs:
- 01QA review & bug list
- 02Implementation notes
- 03Handoff documentation
- 04Next sprint plan
What we usually find
What AI-built MVPs usually skip.
AI tools cover the demo flow well. Real users arrive and hit everything around it.
Only the demo path works
The flow you show investors works. Step off it and the product has no answer.
Missing states
No empty, loading or error states, so users can’t tell whether something worked.
One view for every role
Admins and users see the same screens, because nobody decided who can do what.
Thin auth and validation
Inputs that aren’t checked, errors that aren’t handled, and auth nobody on the team can explain.
Styles that drift
Each screen generated on its own, so three button styles and spacing that changes page to page.
Debt nobody chose
Code produced faster than anyone reads it, so every new feature takes longer than the last.
Risk list
Keep, refactor, redesign or rebuild.
We don’t rewrite by default. After the audit, every part of the product gets one of four calls, written down with the reason.
Keep
It works, it’s safe, and the team can explain it.
Refactor
It works, but it’s hard to change or doesn’t match the rest.
Redesign
The flow itself confuses users, so the screens change first.
Rebuild
It’s unsafe or blocks the next version, so it’s built again properly.
| Finding | Risk | Call |
|---|---|---|
| The data model holds up for ten pilot customers | Low | Keep |
| A deleted booking can’t be recovered | High | Rebuild |
| Admins and users see the same screens | High | Rebuild |
| Three different button styles across the app | Medium | Refactor |
What we deliver
AI can build fast. MVPs still need structure.
A prototype can prove the idea. A product needs clearer flows, safer logic, better states, cleaner UI, and fewer surprises when real users touch it.
Product and code audit
A review of flows, frontend, backend and AI-generated code, with a ranked list of fixes.
Edge cases and states
Errors, empty and loading states, and permissions: what real users hit off the demo path.
UX flow cleanup
Clearer journeys, so users know where they are, what changed and what to do next.
One UI system
Styles, components, spacing and patterns brought back into one consistent product system.
Backend and data fixes
Auth, validation, data logic, API issues and admin flows that prototypes usually skip.
Handoff and next sprint
Notes on what changed, what is still risky and what your team should build next.
Why DesignMe
We can clean up your product without killing the speed.
The goal is to keep the momentum, remove the mess, and turn the rough version into something users and teams can trust.
- We understand fast builds
- We know why teams use AI tools and quick prototypes. Speed matters, and so does cleaning up what speed leaves behind.
- UX and engineering stay close
- A messy MVP is rarely just a design or just a code problem. We look at the flows, components, logic, data, and implementation together.
- We make products easier to trust
- We fix unclear actions, missing feedback, broken states, inconsistent UI, confusing flows, and fragile logic.
- We can rebuild where needed
- Some parts should be redesigned. Some parts need to be rebuilt properly in React, Next.js, Tailwind, or a cleaner stack.
- We leave your team with clarity
- You get organized files, notes, and recommendations so the next sprint does not become another pile of messy decisions.
Testimonials
Words from the teams we’ve worked with
“Not only can they can craft a great UI, they don't shy away from asking questions or politely challenging assumptions in order to arrive at the best-possible UX.
Enjoyed working with them immensely and I hope to have the chance to do so again soon!”
- From an idea to the MVP launch
- 3 months
- Web and mobile screens produced
- 200+
Mike O'NeillFounder @TravelWith“We’ve also received good reception from our partners and current customers. In fact, our app store rating has increased to 4.7 from 4.3.
Our users have said that the app is easy to use, fun to navigate, and helps them share their workouts and progress.”
- Users on the live app
- 300K+
- Raised (PitchBook)
- $17.2M
Jordan GreenCOO, Ballogy Inc“We set new launch records in Germany. DesignMe's super modern and user-friendly design for zave.it was a key factor in the app’s extremely warm reception.
Our app received 200,000+ sign ups within the first month, it was a huge success.”
- Users within 3 months of launch
- 300k+
- From 6500+ App Store reviews
- 4.8/5.0
Dominik OppeltCEO of zave.it
Faqs
Your questions about MVP cleanup
Still having more questions?
Send us the prototype, product, repo, Figma, or current build. We’ll help you understand what to keep, what to clean up, and what to fix first.
What is AI MVP cleanup?
AI MVP cleanup means taking a prototype or MVP built quickly with AI tools and fixing the parts that make it feel unfinished: UX, UI, flows, components, frontend structure, backend logic, integrations, states, QA and handoff. DesignMe does the design and the code work in one team.
Do you work with vibe-coded products?
Yes. DesignMe cleans up products built with Cursor, Lovable, Bolt, v0, Replit, Claude, ChatGPT, or a mix of AI-generated and hand-written code.
Will you rewrite the product from scratch?
Not by default. DesignMe reviews what exists first, then decides what to keep, refactor, redesign or rebuild. The goal is to keep useful momentum, not restart without a reason.
Can you clean up both design and code?
Yes. DesignMe improves UX, UI, product flows, frontend components, responsive behaviour, backend logic, APIs, integrations and QA, depending on what the product needs.
What if our MVP only works in the demo flow?
That is common with AI-built MVPs. We find the missing states, edge cases, validation, errors, permissions and loading states that real users hit after launch, and fix them.
Can you work with our developer or technical founder?
Yes. DesignMe works alongside founders, engineers, PMs and in-house designers: we review the code, agree cleanup priorities and leave handoff notes so nobody loses context.
Can you get the product ready for investors or early customers?
Yes. DesignMe improves the key flows, UI quality, demo readiness, launch pages and product visuals so the product feels credible to investors and first customers.
How long does MVP cleanup take?
A focused UX and UI cleanup takes a few weeks. The usual process runs about 4 weeks from code audit to QA and handoff; deeper frontend, backend and integration work can take longer.
What do we get at the end of an MVP cleanup?
A cleaner product experience, organised design files, improved flows, a consistent UI, implementation notes and a next sprint plan, so your team can maintain and extend the product with confidence.
How much does MVP cleanup cost?
The cost of MVP cleanup depends on how much needs to be redesigned or rebuilt, and whether the work covers frontend, backend, integrations and QA. Send DesignMe the prototype, repo or Figma and we’ll suggest a scope.
You've reached the end, so now…
Tell us what you’re building.
We’ll help you map the right scope, team, timeline, and next steps.
Book a call