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AI-Built Product Audit for Startups | Fourmeta

Get a senior review of your AI-built app’s UX, architecture, security and production readiness. Know what to keep, refactor or rebuild.

The prototype works. But you are not sure what is hiding underneath.

Get your assessment
You do not need more features yet.
You need an honest assessment of what you already have.
Once real users arrive, the risks change:
01

Authentication and permissions become critical

02

Payments and customer data must be protected

03

Edge cases start breaking the main workflow

04

Every new feature becomes harder to add

05

AI-generated code becomes difficult to understand

06

Investors or buyers begin asking technical questions

07

Nobody can confidently say whether to continue or rebuild

Fast to build does not mean ready to ship

phases
06
01
1.8× more high
severity findings
02
20% packages
may not exist
03
70% of vibe-coded projects had no test files
04
45% of reviewed
literature reported
short-term speed gains
01
1.8× more high
severity findings
02
20% packages
may not exist
03
70% of vibe-coded projects had no test files
04
45% of reviewed
literature reported
short-term speed gains
Production requires
more than a working flow.
Security, monitoring, backups, deployment, ownership, data protection and failure handling all become part of the product once it goes live.
Audit my AI built

One audit. Six product
critical perspectives.

You will know what to do next.

By the end of the audit, you will have one of four clear outcomes:

1. Launch with confidence
2. Launch after focused fixes
3. Refactor selected areas
4. Rebuild only where necessary
Schedule your audit
7+ years
In industry
20+
Developers
30+
completed AI audits

Our awards and recognitions

You receive a decision—not a list of problems.

We do not recommend rebuilding the whole product by default. The goal is to protect momentum while removing the risks that matter.

Keep

What already works and should remain unchanged.

Fix now

Critical issues that should be resolved before launch, customer onboarding or fundraising.

Refactor next

Areas that can function temporarily but will limit future delivery or scale.

Rebuild (partly)

Components where repairing the current implementation would be slower or riskier than replacing it.

Build later

Features and infrastructure that are unnecessary at the current product stage.

When should you audit an AI-built product?

Audit my product
01

Before launching to real users

02

Before introducing payments

03

Before fundraising

04

Before selling to larger customers

05

When development is slowing down

06

When nobody trusts the codebase

07

Before hiring a development team

Built with AI? We can review it.

The audit is not limited to one tool.

We review the resulting product and codebase—not the logo used to generate it.

Loveble

Bolt

Replit

Cursor

Claude AI

v0

Firebase Studio

Windsurf

Github copilot

Automated scanner

AI product generation for fashion brands

Reviews code patterns

Produces technical alerts

Sees individual files

Flags everything equally

Cannot evaluate UX

Ends with a report

Fourmeta AI-Built
Product Audit

AI quiz & chatbot platform

Reviews the complete product

Explains commercial and product impact

Reviews workflows and architecture

Prioritises by risk and product stage

Includes product and UX review

Ends with a practical delivery plan

A focused audit without slowing down the team

01
02
03
04
05
06
07
08
09
10
11
12
01
Initial fit check
Access and scope
02
Product and technical audit
03
Findings and recommendations
04
Review session
05
We explain the findings and agree on the safest, fastest next step.
Schedule your audit
2026

Fourmula AI

Fourmeta designed and developed Fourmula.ai across product strategy, brand, UX, AI workflows and engineering. That experience allows us to assess whether an AI-built product works as a coherent customer experience—not simply whether the code passes automated checks.

Open case study
We understand AI products beyond the codebase.

FAQ

What is an AI-built product audit?

Is this only a code audit?

Can you audit an app built with Lovable, Bolt, Replit or Cursor?

What access do you need?

Do you provide penetration testing?

How long does the audit take?

Before you add more features, find out what you are building on.

Ruben Roubish
COO @ Fourmeta
3rd Floor, 45 Albemarle Street,
Mayfair, London W1S 4JL
Free 30-min call to map your goals, tech stack, and timeline
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We’ve got your message — and we’re already on it.
Our team is reviewing your request
to ensure a tailored response.
Askflow
Fourmula.ai
DepthsTech
PhishPhinder
Bleed Esports
Josh Wood Colour
Unicef
Mobilhub
Dan John
Changing education
Smarthost
Condomini
TheRealDeal
Askflow
Fourmula.ai
DepthsTech
PhishPhinder
Bleed Esports
Josh Wood Colour
Unicef
Mobilhub
Dan John
Changing education
Smarthost
Condomini
TheRealDeal
Askflow
Fourmula.ai
DepthsTech
PhishPhinder
Bleed Esports
Josh Wood Colour
Unicef
Mobilhub
Dan John
Changing education
Smarthost
Condomini
TheRealDeal
Until then, take a look at what we’ve built
with other forward-thinking clients:
See success stories
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