
What a code audit is not
When I say "code audit," a lot of people picture a stern teacher opening your project, sighing, and handing back a paper covered in red. Something like "your code is bad, start over."
That's not it at all. And if it were, it would be useless.
A code audit is a map of your risks. Not a value judgment, not a grade for the sake of grading. The point isn't to say "it's good" or "it's bad," but to answer one simple question: what can hurt you, how badly, and in what order do we deal with it?
That matters if you've vibe-coded your product. Because AI-generated code has a very particular profile: it works, often it's even clean at the core, but it has recurring blind spots. An audit is what turns "I think my app is fine" into "I know exactly where it's fragile, and I have a plan."
Here's how I go about it, step by step.
The right time for an audit
Before getting into the method, the question everyone asks: when?
There are three moments where it's really worth it:
- Before going to production. You have something that works, you're about to put it in the hands of real users. That's the ideal moment: you close the doors before someone pushes them.
- Before scaling up. The app runs, but you're about to accelerate (more users, a fundraise, a big client). You want to know what's going to break when the load rises.
- Before selling or getting acquired. A serious buyer will have your code audited. You'd rather know what they'll find before they do.
The common thread: an audit is a photo taken before the risk becomes a problem. After that, it's called an emergency fix, and it costs a lot more.
Step 1: cover wide, across four angles
I don't just look at "is the code pretty." I run the app through four different angles, because a product can be spotless on one and a disaster on another.
- Architecture. How the code is organized. Can you evolve it without breaking everything, or is it so tangled that touching one thing breaks three others?
- Security. The entry points. Passwords, data access, known flaws, deployment config. (I covered the most common holes in this article on vibe coding security risks.)
- Code quality. Maintainability. Can a human (you, or the dev you're about to hire) pick this code back up without spending weeks on it? Dead code, oversized files, duplication.
- The deployment chain. Everything around the code. Backups, going live, the ability to roll back if a deploy breaks everything, automated tests.
Why four angles and not just "security"? Because risks don't live in the same place. An app can have decent security and zero backups (the most dangerous scenario, because it's irreversible). The reverse exists too. If you only look at one angle, you miss the essential.
Step 2: read deep, don't skim
An audit that just runs an automated tool and spits the list back at you is worthless. Tools throw out hundreds of alerts, 90% of them irrelevant, and miss exactly the subtle stuff.
The real work is reading the code. Actually reading it. Following what happens when a user clicks, tracing where the data goes, asking at each step "and if someone tampered with this, what happens?"
That's where the findings that matter live. The kind of thing no tool sees: a function called at the wrong moment, an access control you can bypass through a back door, a piece of business logic that goes off the rails in one specific case. That takes human eyes that have already hit a few walls.
Step 3: rank, because not everything is equally serious
This is the step that makes an audit valuable. Finding problems is easy. Telling you which ones actually matter is the job.
I rank each finding on two axes:
Severity. Not all problems are equal. I sort into three levels:
- Critical: fix before production. Non-negotiable.
- Medium: plan for it, but not an emergency.
- Minor or compliant: good to know, or flat-out already well done (yes, an audit also tells you what's working, that matters).
Effort. A serious problem that takes ten minutes to fix is not the same subject as a medium problem that takes two weeks. I estimate each fix, so you know where the best ratio of security-gained per hour-spent is.
And there's one criterion I hunt for first: irreversibility. A security flaw, you fix after the fact if needed. Data lost because there was no backup never comes back. An irreversible risk always goes to the front, even if it looks less spectacular.
Step 4: a plan, not a list of complaints
The deliverable isn't a pile of problems dumped at random. It's an action plan in phases, readable, prioritized. It usually looks like this:
- Phase 1, before production. The few critical points. Often a handful, often fixable in one to two days. That's what turns "good base, not ready" into "deployable with peace of mind."
- Phase 2, the immediate debt. The latent bugs, error handling, cleaning up dead code. What slows you down day to day without putting you in danger right away.
- Phase 3, the deep work. The architecture to rework in stages, the tests to put in place. The long-term work, which you spread out.
The idea is that you know what to do Monday morning, and what to keep for three months out. Not that you walk away with a vague anxiety and 86 problems in a heap.
Step 5: be honest about the limits
One point that matters, and that separates a serious audit from one that's just showing off: owning what it doesn't cover.
For example, reading the code (static analysis) is not the same as attacking the app in real conditions (penetration testing). Some things can only be verified by watching the server actually run. When that's the case, I say so: "here's what I saw in the code, here's what remains a hypothesis to validate on your infrastructure."
An auditor who claims to have seen everything and guaranteed everything, be wary. The one who clearly bounds their scope is the one you can trust. Acknowledging a limit isn't a weakness, it's rigor.
What you get out of it, concretely
In the end, you walk away with three things:
- A clear view of your real risks, ranked by severity, without the noise of false alerts.
- A prioritized, costed fix plan, from "do before production" to "this can wait."
- Peace of mind. You stop wondering "is my app okay?" and you know. That's often the real relief: not that everything is perfect, but that you know exactly where you stand.
Because at the core, an audit doesn't sell a rebuild. It reduces a risk that, otherwise, grows on its own in the dark.
Want me to run your app through the wringer?
If you've vibe-coded a product and you want to know where it's fragile before a user (or a buyer) finds out for you, that's exactly what I do. I read the code and the config across the four angles, list the real risks ranked by severity, and give you a prioritized fix plan. Check out the Audit offer.
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