VibeCoded

Is an automated scanner enough?

Last reviewed 2026-09-30Written by Jacob Masse, TrazTech Inc.

No, not for an app with accounts and data. Scanners find configuration issues, outdated libraries and some injection patterns. They do not know that user A should not see user B's invoice, so they miss the most common serious finding in AI-built apps: broken authorization. Run a scanner continuously, it is cheap and useful, and add a human test before launch.

What scanners find and miss

Scanner coverage
IssueScannerHuman tester
Missing security headers, TLS settingsYesYes
Known vulnerable library versionsYesYes
Secrets in code (secret scanners)OftenYes
One user reading another's dataRarelyYes
Weak database rules for your business logicPartlyYes
Payment and logic flawsNoYes
Prompt injection with real consequencesPartlyYes

When a scanner is enough

For a site with no accounts, no stored personal information and no payments, a scanner plus the checklist is a proportionate choice. The threshold is holding someone else's data behind a login.

The price tell

A "penetration test" for a few hundred dollars is a scan. A human test is priced in tester days at roughly $1,500 to $2,800 CAD each. See testing costs.

Using both well

Run a dependency scanner and a secret scanner on every build, and a dynamic scanner against staging weekly or before releases. Fix what they report promptly, so their output stays short enough to read. Then book a human test before launch and after major changes. Give the tester your scanner results, which saves them repeating that work and lets them spend their days on authorization, logic and AI behaviour.

Be careful with tools that market an automated scan as a penetration test. If a report contains no findings that are specific to your application's rules, only generic configuration and library issues, it was a scan.

Getting it checked

TrazTech offers vibe-coding QA and security review, listed from $2,000 CAD. Get at least one other quote on the same scope; the questions to ask a testing firm help compare them.

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Common questions

Are AI security scanners for vibe coded apps worth it?

As a first pass, yes. They catch common configuration mistakes quickly. They share the scanner limit: no knowledge of what your users should be allowed to do.

Should I run a scanner before a human test?

Yes. Fix what it finds so paid tester days go to what it cannot find.