Matt Turley · verification engineer for AI-built apps

AI built your app. Who verified the logins, the data, and the payments?

You built with Lovable, Bolt, Cursor, or Supabase and it runs. The part nobody checked is whether strangers can read your users data, whether a real login holds, and whether payments actually settle. I am the senior engineer who verifies that, fixes what is wrong, and tells you straight when it is safe to ship.

Your money and data path, verified. Not assumed.

WHAT RUNS VS WHAT IS VERIFIEDillustrative
  • The demo works on your laptopverified
  • Real users can sign in safelyunverified
  • Each customer only sees their own dataunverified
  • Payments settle and orders completeunverified
  • The data survives what the AI does to itunverified

Every model ships more code for people who understand it less. The gap between what runs and what someone checked only gets wider. That gap is the work.

Proof

I verify this for real apps, and I can show you.

THE DATA

I scanned 500 live AI-built apps. 177 run on Supabase; 1 in 6 of those had a database table anyone could read with no login, and 0 leaked a full-access key.

500live AI-built apps scanned
1 in 6of the 177 on Supabase had a table anyone could read with no login, 31 of 177
0leaked a full-access service key

Public data only, one harmless read per table, nothing kept beyond the counts. This is the exact failure I verify and close before your customers find it.

See the full scan and method →
★★★★★
I hired Matt to take over a challenging app development project left in disarray by a previous developer. He not only cleaned up the messy code but also completely transformed the app, enhancing its functionality and elevating the user experience (UX) and design to an exceptional level. Matt's rare combination of strong coding skills and design expertise set him apart. His calm demeanor and ability to explain solutions clearly and logically made the process smooth and stress-free. I highly recommend Matt for any app development project.
Keith Simmons, President, Tour Pass
★★★★★
Matthew provided guidance and expertise to make sure that my repo was solid and ready for launch. He was always available and worked extremely well with me given our remote environments, I would highly recommend Matthew for anyone trying to launch a new digital app/platform with the need for a highly skilled engineer and developer.
Benjamin Pippin, Founder

More than 20 years building and shipping software.

  • Fifteen years embedded with BizJetJobs, a business-aviation marketplace.
  • Porch Enclosure Systems since 2017, without a gap.
  • Tour Pass since early 2025.
Not ready to book a call?

Is it safe to ship?

Give me your app URL and I run the common public-exposure checks from the outside, then send you one concrete finding. It is the same first look I start every verification with. Free, and the result is yours whether or not we ever talk.

  • Keys or secrets left in the code the browser downloads
  • A database anyone can read without logging in
  • Whether the app is even reachable on a valid certificate

A fast outside-in look for the public exposures that end apps. One concrete finding, sent to your inbox. No call, no obligation.

Call me when

These are the things I verify and fix.

If you recognize one of these, the app is not hopeless. It usually means the AI tool got you something that runs, and nobody has checked the part that actually protects your customers and your money.

DATA RULES

One customer can read another customer's data

Missing or wrong row level security, tables left open, admin keys sitting in the browser. This is the one that ends businesses, so it goes first. I check whether a stranger can reach your users data, close the hole, and prove it with real tests.

LOGINS

Login works for you, not for your users

Sign-up loops, magic links that expire, sessions that drop, roles that do not stick. I trace it through the auth provider, the redirects, and the code that trusts the wrong thing, and verify a real user can actually get in and stay in.

PAYMENTS

The card is charged but nothing happens

Stripe checkout that succeeds with no order, webhooks that never land or land twice, subscriptions that drift out of sync with your database. I verify money and records agree, and keep agreeing, not just on the day you tested it.

YOUR DATA

The AI changed or deleted your own data

An agent with write access to production is one bad instruction away from wiping a table or rewriting rows nobody asked it to touch. I check what moved, put guardrails and real backups in place, and confirm the data you depend on is still there.

AFTER LAUNCH

It worked at launch. Is it still working?

A build-time tool does not run in your production next month. Quietly failing payments, an integration that started returning errors, an exposure that opened after a change. I verify it is still safe and still charging correctly, long after the demo.

INHERITED

A WordPress or SaaS codebase you did not build

The developer left, the plugin stack is a pile, the repo has no docs. I read it, work out what is safe to touch, verify what is actually at risk, stabilize it, and leave it documented for whoever comes next.

Who this is for
Founders and solo builders

You built it with AI and you are not sure it is safe

You are not a developer and should not have to become one. You shipped something real with an AI tool, and now you need someone senior to verify the logins, the data, and the payments actually work, fix what does not, and tell you straight whether it is safe to put in front of customers.

Agencies, if an AI-built client project needs a verification pass or a second set of senior eyes, send me the overflow. White-label friendly. How that works →

How I work

Verify it. Fix it. Stand behind it.

01

Verify first

I go through the code, the database, the hosting, and the third-party accounts before I change anything. You get a plain-English account of what is actually wrong and what it puts at risk.

02

Close what is urgent

Data exposure, money problems, and broken auth come first, with a way to roll back before I touch anything that matters.

03

Fix it for real

Then the rest of the list, in the order that lowers your risk fastest, with real tests behind it, until it is something you can ship and keep running.

04

Hand it back clean

You own the repo, the accounts, and the keys. It is written down so you, an in-house hire, or another developer can pick it up without me.

What you can count on

Senior, hands on

You work with the engineer who does the work. No account manager, no junior handoff, no ticket queue between you and the fix.

A fix, not a forty-item report

The goal is a verified, working product you can ship, not a PDF that lists forty issues and leaves you to it. I close the problems and hand it back done.

Your customers' data is not negotiable

Their trust is your business. I treat exposed data and leaked keys as emergencies, and I tell you plainly the moment I find one.

Plain English, no theater

If you are not technical, you do not need to be. I will tell you what is broken, why, what it costs to fix, and what happens if you wait.

In scope
  • →Verify and fix auth, row level security, and API permissions
  • →Prove each customer can only reach their own data
  • →Verify Stripe checkout, subscriptions, and webhooks actually settle
  • →Put guardrails and real backups around the data an AI agent can touch
  • →Harden AI-built apps from Lovable, Bolt, Cursor, Replit, Supabase, and v0
  • →Stabilize and document inherited WordPress and SaaS codebases
Not what I do
  • ×Brand design, product strategy, or growth marketing
  • ×Open-ended hourly staff augmentation
  • ×Rewriting something that only needs fixing
  • ×Promising a result before I have looked at the code

Want a fixed-price starting point? Ship Check reads the code and tells you what is wrong. Ship Fix is the fix, quoted up front.

Questions
I am not technical. Can you still help?

Yes. Most people who reach out built with an AI tool and are not sure what is safe. You describe what you have in your own words, and I translate it into what is actually working, what is not, and what to do about it.

What does it actually mean to verify my app?

I check the things an AI builder does not check for you. Can a stranger read your users data. Does a real login hold. Do payments settle and match your records. Did the data survive. I prove it with real tests, not a scan that spits out a list, and then I fix what fails.

How do you price this?

It depends on the size of the app and how deep the problems go, so I do not quote blind. The first call is free. After I have looked, scope and price are agreed in writing before work starts. If you want the published ranges, Ship Check and Ship Fix show them.

Will you rewrite my app?

Only if that is genuinely the cheaper, safer path, and I will show you why. Usually it is not. I fix what is costing you and leave the rest alone.

What access will you need?

The repository, the hosting and database accounts, and any third-party dashboards involved. I ask for the least access that gets the job done, and everything stays under your ownership.

I run an agency. Can I send you overflow?

Yes. If an AI-built client project needs a verification pass or a second set of senior eyes, send it over. White-label and NDA-friendly is normal, and your client relationship stays yours.

Talk to me

Tell me what you built. I will tell you whether it is safe to ship.

A 30 minute call is enough for me to hear what you have and say plainly whether I can help. No pitch deck, no obligation. Prefer to write it out? Email works just as well.

Book a 30 minute call →matt@uxcontinuum.com

Or find me on LinkedIn.

Matt Turley | Verify your AI-built app before your customers do