Before You Ship It, Know What You Are Actually Shipping

You built it with AI and it seems to work. An independent audit of your vibe-coded app tells you what actually works, what breaks under real users, and what stands between you and launch — back in 24 to 48 hours.

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Deeco Studio
99.digital
merchOne Corporate
MeasureSchool
OctoberFirst Consulting
Neo Netwerk
Kiindred
Syntes AI
Influx Marketing Group
Global Peace Chain
LiveFive
Bula Bride
Tamika Carlton
WEI Blocks
Blue Symphony LLC
Meckatron
Global Business Symposium
CRM Experts Online
Syenah

It seems to work.
That is the problem

An AI-built app that demos cleanly tells you nothing about what happens under real users, real data and real attackers. Not knowing is what stops the decision.

Start Your Audit

Unknowns

Works on your machine only
Never tested with real load
Nobody reviewed the output
No idea what is exposed
Untested critical paths
No error tracking at all
No answer for investors
Confidence without evidence

Stalled

Push on, or start over?
Cannot scope what is left
Cannot judge a developer quote
Every option feels expensive
Launch date keeps moving
Burning weekends on guesses
Afraid to add the next feature
Nothing ships

Exposure

Keys committed to the repo
Endpoints with no auth check
Anyone can read anyone's data
Payments validated client-side
No rate limiting anywhere
Dependencies with known CVEs
No backups, no recovery plan
Found by someone else first

Twelve areas, every audit

The same framework on every vibe-coded application, whatever generated it. Every area is checked deliberately, including the ones that look fine from the outside.

Security

Exposed secrets, injection, input handling, rate limiting.

Authentication

Account creation, session handling, token lifetime, recovery.

Authorisation

Who can reach what, and whether the model is coherent.

Data & database

Schema integrity, access rules, migrations, backups.

APIs

Unprotected routes, contracts, third-party failure handling.

Architecture

Structure, state, coupling, and what it costs to change.

Critical flows

Signup, payment, core actions — clicked through by a person.

Performance

Query patterns, payloads, and behaviour under real load.

Error handling

Unhandled states, silent failures, observability gaps.

Dependencies

Known vulnerabilities, abandoned packages, licence risk.

Deployment

Environment separation, secrets management, recovery.

AI-specific risk

Prompt injection, model cost exposure, vendor lock-in.

The risks a generic code review misses

An app built with AI carries failure modes a traditional audit was never designed to look for. These are checked explicitly.

Risks from how it was built

  • Packages that do not exist, hallucinated into your imports
  • Copied patterns carrying known vulnerabilities forward
  • Auth logic that looks right and checks the wrong thing
  • Confident code with no test on any critical path
  • Fixes applied in one place and missed in four others

Risks from what it does

  • Prompt injection where user input reaches a model
  • Model spend that scales faster than your revenue does
  • No fallback when a provider is slow, down or deprecated
  • User data sent to an API nobody documented
  • Outputs shown to users with no validation or guardrail

How the Audit Runs

Scope & Access
Scope & Access icon

Scope & Access

We Audit

We Audit icon
We Audit
You Get a Decision
You Get a Decision icon

You Get a Decision

Scope & Access

A short conversation about what the app does and who uses it, then read-only repository access and a deployed environment. The clock starts when access lands, not when you pay.

We Audit

Automated tooling makes the first pass so engineers spend their time on judgement. Every critical flow is clicked through by a person, not inferred from the code. 24 to 48 hours from access.

You Get a Decision

A plain-English report ranked by risk, a walkthrough call, and a fixed quote to fix what matters — which you are free to hand to your own developer instead.

Scope & Access

A short conversation about what the app does and who uses it, then read-only repository access and a deployed environment. The clock starts when access lands, not when you pay.

We Audit

Automated tooling makes the first pass so engineers spend their time on judgement. Every critical flow is clicked through by a person, not inferred from the code. 24 to 48 hours from access.

You Get a Decision

A plain-English report ranked by risk, a walkthrough call, and a fixed quote to fix what matters — which you are free to hand to your own developer instead.

What You Actually Receive

A decision you can act on, written to be read by whoever has to approve the budget — not only by an engineer.

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The Findings Report

  • Every issue, in plain English
  • Ranked critical, high, medium, low
  • What it is and what it risks
  • Where in the codebase it lives
  • Readable by a non-engineer
The Findings Report

The Remediation Plan

The Remediation Plan

The Verdict

The Verdict

The Walkthrough

The Walkthrough

From it seems to work, to you know

The audit does not make the application better. It makes the decision about the application possible.

What is includedBefore the auditConfidence without evidenceAfter the auditA decision you can defend
State of the appIt seems to work
Security postureUnknown
Remaining workA weekend, or a rebuild?
Developer quotesNo way to judge them
Cost to runDiscovered on the invoice
Investor questionsAnswered from memory
The decisionNot included

We do not promise to find a fixed number of problems. A guarantee like that is an incentive to pad the list, and a clean result is a legitimate outcome we would rather be able to report honestly.

One price. One decision

A fixed fee for one application. No hourly meter, no retainer, and no obligation beyond the audit itself.

What is includedThe AI Code Audit$175one-time, per applicationReport back in 24 to 48 hours from access.Start Your Audit
Twelve-area review
Security, auth and authorisation
Data, APIs and architecture
Critical flows clicked through by a person
AI-specific risk assessment
Cost-to-run at scale
Findings ranked critical to low
Prioritised remediation plan
Walkthrough call with the engineer
Turnaround from access granted
Guaranteed number of findings
Obligation to buy the fixes

One payment, in USD, plus applicable tax. Read-only access throughout — we never commit, deploy or touch production data, and we retain no copy of your code after the engagement. Remediation, if you want it, is quoted separately against the report's own priority order.

Who this audit is for

A good fit if

  • You built a product with AI tools and cannot judge its state
  • You are close to launch and want to know what you are shipping
  • You are about to hire a developer and cannot scope the job
  • Investors or an acquirer are asking how it was built
  • It works, and you need to know whether it will keep working

Probably not yet if

  • The app is still a prototype nobody has used
  • You already know it needs rebuilding and have decided
  • You want someone to fix it without assessing it first
  • There is no deployed environment to click through
  • You want a number to justify a decision already made

What we audit across

The tools that generated it and the stacks they reach for. If yours is not here, ask before you commit.

  • Claude
  • ChatGPT
  • Cursor
  • v0
  • React
  • Next.js
  • Node.js
  • TypeScript
  • Python
  • Supabase
  • PostgreSQL
  • Stripe

Plus Lovable, Bolt, Replit, Firebase, Docker and the usual deployment targets. Read-only repository access and a deployed environment are all we need to begin.

Why Have Us Look at

It

We build with these tools every day, which is why we are precise about what they do and do not produce

Rocket

We Use These Tools

We Use These Tools

Our engineers work in Claude and Cursor daily. We know the failure modes.

No Padded Count

No Padded Count

We do not promise a number of findings. A clean result is a real result.

Read-Only, Always

Read-Only, Always

We never commit, deploy, or touch production data. The code stays yours.

Fix It or Do Not

Fix It or Do Not

Hand the report to your own developer. The audit stands on its own.

A Team After It

A Team After It

If you want the fixes done, the same engineers stay on it.

What the AuditIs, and What ItIs Not

48h
Maximum turnaround from the moment we have access, not from payment.
12
Areas checked on every application, from security to AI-specific risk.
0
Commits, deploys or production access. The audit is read-only throughout.
0
Guaranteed issue counts. We report what is there, not a quota.
1
Named engineer runs it and takes your questions on the walkthrough.
48h
Maximum turnaround from the moment we have access, not from payment.
12
Areas checked on every application, from security to AI-specific risk.
0
Commits, deploys or production access. The audit is read-only throughout.
0
Guaranteed issue counts. We report what is there, not a quota.
1
Named engineer runs it and takes your questions on the walkthrough.
48h
Maximum turnaround from the moment we have access, not from payment.
12
Areas checked on every application, from security to AI-specific risk.
0
Commits, deploys or production access. The audit is read-only throughout.
0
Guaranteed issue counts. We report what is there, not a quota.
1
Named engineer runs it and takes your questions on the walkthrough.
3
Possible verdicts: ship it, fix these first, or rebuild this part.
0
Obligation to buy the fixes. Plenty of clients use their own developer.
1
Fixed quote for remediation, if you want us to do the work.
100%
Report ownership. It is yours, and we retain no copy of the code.
AI
Used for the first pass, so engineers spend time on judgement.
3
Possible verdicts: ship it, fix these first, or rebuild this part.
0
Obligation to buy the fixes. Plenty of clients use their own developer.
1
Fixed quote for remediation, if you want us to do the work.
100%
Report ownership. It is yours, and we retain no copy of the code.
AI
Used for the first pass, so engineers spend time on judgement.
3
Possible verdicts: ship it, fix these first, or rebuild this part.
0
Obligation to buy the fixes. Plenty of clients use their own developer.
1
Fixed quote for remediation, if you want us to do the work.
100%
Report ownership. It is yours, and we retain no copy of the code.
AI
Used for the first pass, so engineers spend time on judgement.

What happens next

The audit is a starting point, not a package you are locked into. Three routes out of it, all legitimate.

Ship it

Nothing critical found, or you fix the short list yourself. We say so plainly when that is the answer.

We fix it

A fixed quote against the report's own priority order, done by the engineers who ran the audit.

Talk about remediation

We stay on

Teams that keep shipping move to an ongoing arrangement — new features, integrations and maintenance.

Technical execution for SaaS teams
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What Clients Say About the Delivery

People talking

Yusuf is amazing to work with! So positive and polite and delivers work at lightening speed! Highly recommend him!

Albion Data Analytics

Professional worker. Great attitude and got everything done in the timeframe he promised. Brought our website Semrush statues from a mid 70's to a 97%. Was always available to answer any questions we had. Will definitely hire him again for any projects going forward

EcoPod Systems Inc.

Muhammad went above and beyond to get the job done. Highly recommend working with him.

Bulla Bride.

Highly skilled, and provides great quality work. Communication and Cooperation is fantastic!

Do It Right Cleaning

Can it get any better than this? I was travelling and not able to send all the details for Muhammad, but he did amazing work and can I see he has years of experiences and is very profesional. In fact, I just hired him again. Highly recommended

99 Digital Prime

Really great work in web design and web development. I can highly recommend him. Good communication and quick responses.

Andreas Maurer, Neo Netwerk

Muhammad quickly found the root of the problem and fixed it. He needed no hand holding, he just jumped right in a fixed it which was exactly what I needed.

Influx Marketing Group

Muhammad is a very experienced Wordpress Developer, I really like working with him!

EW-Verlag UG

Muhammad did an excellent job on our website and followed the brief. He is a good communicator and didn't hesitate to ask any questions about aspects of the design and layout. We would highly recommend him.

OctoberFirst Consulting Pty ltd

great to work with and solved our problems. Recommended!

R2D2 Ltd.

Muhammad communicates well and has solid development expertise. He is fair in how he operates and will not charge for payment if the intended outcome is not possible despite spending the time researching the solution

Liz Ramsey, Syntes.ai

Super helpful and really creative with implementing landing page design for an online course. I'm grateful for his support and effort in being accessible for updates and changes. Looking forward to working with him again!

Tamika Carlton

Muhammad went above and beyond to get the job done. Highly recommend working with him.

Deeco Studio

Audit FAQs

Read-only access to the repository, and a deployed environment we can click through. That is the technical minimum. If your app lives inside a hosted builder like Lovable, Bolt, Replit or v0, we will point you at the export or access step for that platform. We also ask what the app is supposed to do and who uses it — an audit without that context can only tell you what is technically wrong, not what actually matters.

Then we say so, and that is a legitimate result rather than a failed audit. We do not promise to find a set number of problems, because a promise like that is an incentive to pad the list. Some AI-built applications are in better shape than their founders think — usually the ones where somebody was already reviewing what the tools produced. You would still get the report, the risk ranking and a straight answer on what to do next.

No. The audit is read-only. We do not commit, we do not deploy, and we do not run anything against production data. Where a check genuinely needs execution — a dependency scan, a load test — we run it against a copy or a local build and tell you before we do. The code stays yours and we do not retain a copy after the engagement.

A scanner finds patterns it has been taught to recognise. It cannot tell you that your authorisation model is coherent but wrong for your business, that your data schema will not survive the feature on your roadmap, or that a workflow works but costs more per user than you charge. Those need somebody who understands what the application is for. We use automated tooling as the first pass precisely so our engineers spend their time on the judgement calls instead.

Anything we can read. In practice that means applications generated or assisted by Claude, ChatGPT, Cursor, Copilot, v0, Lovable, Bolt and Replit, on the stacks those tools reach for — React, Next.js, Node, TypeScript, Python, Supabase, Postgres, Firebase and Stripe. If your stack is not on that list, ask. We will tell you honestly before you commit whether we are the right people to look at it.

You own the report and you are free to act on it entirely without us — some clients hand it to their own developer, and that is a fine outcome. If you would rather we fixed the findings, we scope that as its own piece of work with a fixed quote, prioritised by the risk ranking in the report. Teams that keep shipping afterwards usually move to an ongoing arrangement, but nothing about the audit requires it.

24 to 48 hours from the moment we have access — not from the moment you pay. The faster the repository invite and a working environment reach us, the faster the report lands. If your application is unusually large or has an unusual number of critical flows, we tell you before starting rather than quietly running over.

$175, one payment, for one application. That covers the full twelve-area review, the findings report, the remediation plan and the walkthrough call. There is no hourly meter and no commitment beyond the audit itself. If you decide you want the fixes done afterwards, that is quoted separately against the report's own priority order — and you are equally free to hand the report to your own developer instead.

Often, yes. Investors and acquirers increasingly ask how much of a codebase was AI-generated and what review it had. Walking into that conversation with an independent report, a risk ranking and a remediation plan already underway is a materially stronger position than being asked the question cold. We write the report to be readable by a non-engineer for exactly this reason.

Find out what you are actually shipping.