Build with AI. Launch with peace of mind.
We check that your AI-built app is secure, doesn't leak data, works well and is ready to grow. We show you what's exposed and how to fix it, and real experts help when you need them.
For apps built with Lovable, Bolt, Cursor, Replit, v0, Base44, Claude Code and more.
- Critical
Anyone can read your customers table
Fix:
Turn on RLS for "customers" and allow only the owner to read - Critical
Your OpenAI key is visible in the browser
Fix:
Move the call to a server function - High
The /admin page opens without signing in
Fix:
Protect /admin and check the user's role
AI builds fast. It rarely checks security.
AI tools make apps that work, but they often leave doors open that the person who built them can't see. Your customers find out when it's too late.
In 5,600 vibe-coded apps, researchers found more than 2,000 vulnerabilities and 400 exposed keys and passwords.
Escape.tech, 20257 in 10 AI-built apps that were reviewed had at least one critical flaw.
Launch Ready Code, 127 apps, 2026The few apps that did well had one thing in common: an expert reviewed them before launch.
Hyrax, 2026See exactly what's wrong, and how to fix it
Every finding is explained in plain language, with a prompt you paste into your AI tool. Pick one to see what a Safe2Vibe report looks like.
Your database can be read by anyone
Row Level Security is turned off on your customers table in Supabase. Anyone who opens your app can download every name, email and phone number in it, without signing in.
Paste this into Lovable, Cursor or BoltEnable Row Level Security on the "customers" table in Supabase. Add a policy so a signed-in user can only select, update and delete rows where user_id equals their own auth.uid(). Don't allow anonymous access. Show me the SQL before you apply it.
After you fix it, one click re-checks that the table is closed.
A secret key is visible in the browser
Your OpenAI key is inside the JavaScript your app sends to every visitor. Anyone can copy it and run up charges on your account.
Paste this into Lovable, Cursor or BoltMove every call to the OpenAI API out of the frontend and into a server-side function (for example a Supabase Edge Function). Store the key as a server secret, never in client code. Then remove the old key from the code and tell me to rotate it in my OpenAI dashboard.
We also tell you to replace the old key, because it was already exposed.
One user can see another user's data
When a signed-in user changes the number in a link like /orders/1042, they can open orders that belong to other people. Most scanners miss this because it only shows up behind the login.
Paste this into Lovable, Cursor or BoltOn the order detail page and its API, check that the order belongs to the signed-in user before returning it. If it doesn't, return a 404. Apply the same ownership check to every page and endpoint that loads a record by its ID.
Our test uses two test accounts that you create, so we never touch real customer data.
Admin pages open without signing in
The /admin page loads for anyone who types the address. The menu hides it, but hiding a link doesn't protect the page.
Paste this into Lovable, Cursor or BoltProtect every route under /admin. Require a signed-in user and check on the server that their role is "admin" before returning any data. Redirect everyone else to the sign-in page.
We check the page and the data behind it, not just the menu.
Your AI bill has no spending limit
Your chat feature calls an AI model on every message, with no limit per user. One person, or one bot, could send thousands of requests in an hour and you'd pay for all of them.
Paste this into Lovable, Cursor or BoltAdd rate limiting to the chat endpoint: at most 30 messages per user per hour and 5 per minute. Require sign-in to use chat. Return a clear message when the limit is reached.
We also remind you to set a monthly budget cap with your AI provider.
Security headers are missing
Your site doesn't send the headers that tell browsers to block common attacks, like other sites loading yours inside a frame to trick your users.
Paste this into Lovable, Cursor or BoltAdd these security headers to every response: Strict-Transport-Security, X-Content-Type-Options: nosniff, X-Frame-Options: DENY, Referrer-Policy: strict-origin-when-cross-origin, and a Content-Security-Policy that only allows the domains my app actually uses.
Quick to fix, and it closes a whole class of attacks.
See a complete sample report, generated by our kit from a demo app with deliberate flaws.
How it works
No coding needed. You connect your app, we review it and hand you the fix ready for your AI tool.
Connect your app
With its web address, your GitHub repository or your Supabase project. Read-only.
We review it
The automatic scan checks data, keys, access and settings in minutes.
See what's wrong
A plain-English report: what we found, how serious it is and why it matters.
Fix it
Every issue comes with a prompt for Lovable, Cursor or Bolt. One click checks that the fix worked.
Get help
If you get stuck, an expert from our community helps, using the hours in your plan.
What we check
Four questions every app owner should be able to answer with a yes.
Is it secure?
Nobody gets in where they shouldn't.
- Private pages with no sign-in
- One user seeing another user's data
- SQL injection and common attacks
- Libraries with known flaws
Is it private?
Your customers' data doesn't leak.
- Open Supabase or Firebase tables
- Exposed OpenAI, Stripe or Supabase keys
- Public files and personal data
- Data protection basics
Is it stable?
It works well for your users.
- Payments and flows that break
- Unhandled errors
- Backups and recovery
- Server settings
Is it ready to grow?
It handles more users without surprises.
- AI keys with no spending limit
- Queries that get slow
- Server costs that spike
- Code another developer can follow
More than a scan. Less than an agency.
Scanners are cheap but leave you alone with a list of problems. Agencies are thorough but slow and expensive. Safe2Vibe gives you both: automatic checks and a human who has your back.
| Feature | Built-in platform scan | Scanner tools | Agency audit | Safe2Vibe |
|---|---|---|---|---|
| Explained in plain language | Partly | Partly | Yes | Yes, in English and Spanish |
| Fix prompts for your AI tool | Some | Some | No | For every finding |
| Checks behind the login | Rarely | Rarely | Yes | Yes |
| A human expert you can ask | No | No | Yes | Hours included monthly |
| Re-checks every time you change your app | Yes | Depends | One-time | Yes |
| A seal you can show customers | No | Some | Report only | Verified by a senior expert |
| Typical cost | Included | $5–50 a month | $1,500–15,000 per project | A monthly plan |
Based on public information about each type of service as of October 2026. Individual products vary.
Made for people who build with AI
Founders
You built your product with AI and real customers are signing up. You need to know it's safe before something goes wrong.
- Launch without fear of a leak
- Answer investor security questions
- Help when your AI tool gets stuck
Agencies and freelancers
You deliver apps built with AI for your clients. You want proof that what you hand over is solid.
- Review every project before delivery
- Show clients the Safe2Vibe seal
- Catch issues before your client does
Companies
Your teams are building internal tools with AI, and IT doesn't know what's out there or what data it touches.
- Find apps that expose company data
- One standard for every team
- Expert review without hiring
Plans that grow with your app
Every plan includes automatic scans and fix prompts. Pricing will be announced at launch. Everyone on the waitlist gets their first review free and launch pricing.
Starter
For your first app with real users.
- Automatic scans on every change
- Plain-language report and fix prompts
- Expert hours every month
- Email support
Pro
For products with paying customers.
- Everything in Starter
- Checks behind the login
- More expert hours
- The Safe2Vibe seal
Business
For agencies and companies with several apps.
- Everything in Pro
- Several apps in one account
- Priority response
- Team access and reports
Real experts behind every review
Machines find a lot. They don't find everything.
Your plan includes hours with software engineers who check what the scan can't see, answer your questions and help you fix things. They all follow the same Safe2Vibe review standard.
- Automatic scans every time you change your app
- Expert hours included every month
- Final check by a senior expert before the seal
The Safe2Vibe sealWhen your app meets the standard, you get a verifiable seal for your site. Show customers and investors that experts reviewed your app. What the seal means
We treat your app the way we tell you to treat it
You're trusting us with your code and your data. Here is how we earn it.
Read-only access
We ask for the minimum access needed to review. We never change your code or your data.
Only with your permission
We only test apps their owners have authorized. Tests behind the login use test accounts you create.
Confidential by contract
Every reviewer signs a confidentiality agreement and only sees the projects assigned to them.
Your data, deleted on request
Disconnect your app anytime. Ask us to delete your data and we will.
Encrypted everywhere
Data is encrypted in transit and at rest with providers that meet industry security standards.
We practice what we preach
This site has no trackers, no advertising cookies and its own security headers. Check it yourself.
Read our Privacy Policy, Security page and Risk notice.
Are you a developer? Join the reviewer community.
AI is changing developers' work. Your experience is worth more than ever for reviewing what AI builds.
- Remote work, paid by the hour
- You choose how many hours to take
- Reviews guided by a clear standard and AI tools
- Move up levels based on the quality of your work
Reviewer
You check scan findings, answer customer questions and help with fixes.
Senior reviewer
You review app logic, access and payments, and guide other reviewers.
Seal lead
You give final approval before an app receives the Safe2Vibe seal.
Join the waitlist
We're opening the first spots now.
- Your first review free
- Launch pricing, locked in
- Early access before the public launch
Questions
Something else? Email hello@safe2vibe.com.
Do I need to know how to code?
No. The report explains each issue in plain language and gives you the exact text to paste into your AI tool. If you get stuck, an expert helps.
Don't Lovable or Bolt already check security?
Some platforms run a basic scan when you publish. Those scans usually don't check your app's logic, like whether one user can see another's data, and there's no expert behind them. Safe2Vibe goes deeper and stays with you.
Will you see my code and data?
Only what's needed for the review, with read-only access, under confidentiality agreements with every reviewer. You can disconnect your app anytime and ask us to delete your data.
Will the scan break my app?
No. The automatic scan only reads. Tests behind the login use test accounts you create, never your real customers' accounts, and we never run destructive tests.
Does a Safe2Vibe review guarantee my app can't be hacked?
No review can promise that, and anyone who does isn't being honest. We greatly reduce your risk by catching the most common and most serious problems, and we keep checking as your app changes. Read our Risk notice.
What does the seal mean?
That your app met the Safe2Vibe standard on the review date and a senior expert confirmed it. The seal is renewed regularly because apps change. Seal terms.
Which tools do you support?
Apps built with Lovable, Bolt, Cursor, Replit, v0, Base44, Claude Code and similar tools, especially those using Supabase or Firebase. If your app runs on the web, we can review it.
How much does it cost?
There will be monthly plans with scans and expert hours included. Everyone on the waitlist gets their first review free and launch pricing.