Technical assurance for AI-built software
Expert technical reviews for non-technical founders building real software with AI. Understand the risks and get a clear plan forward.
Getting a clear picture of what might go wrong in production takes two things: knowing which scenarios to test, and the experienced eyes to dig into what comes back. It starts with the questions you may not know to ask:
…and many more — these are just a few of the questions a review digs into.
Levera Labs evaluates your product in the context of your launch: your users, your data, your goals. Every finding is explained in plain language, and the actions that matter most come first. You remain the builder and the decision-maker. We bring the judgment that makes your next step safer.
We learn what you built, who will use it, and what success looks like.
We review the areas that create meaningful risk for your specific launch.
You get clear findings, practical recommendations, and an ordered action plan.
We walk you through it live and hand you a report your AI tools can act on. You leave with momentum, and advisory support on tap if you want it.
However deep the engagement, every Levera Labs review ends the same way: you know exactly what to do next, and you can start immediately.
Clear findings, ordered by what matters now, each with a concrete recommended next step.
Hand the report straight to your AI coding agent and start remediating. You remain the builder. We hand you a plan you can act on.
We talk through the findings together, so nothing is lost in translation and you leave with momentum.
You know exactly what you're getting and what it costs before you commit. No open-ended meter running.
Drawn from a real class of risk in AI-built products. Every finding in your report follows this shape: plain about what it is, why it matters for your launch, and what to do next.
What we found
Several tables in your database have no row-level security enabled. Your app's public key (the one that ships inside every visitor's browser and is meant to be public) can therefore read every row in those tables, not just the rows belonging to the person signed in. Anyone can query all users' data in those tables directly, bypassing your app entirely.
Why it matters for your launch
Row-level security is the wall that keeps one customer's records out of another's reach. Without it, the moment you have two customers, each can read the other's data, and anyone technical can pull the whole table. Everything looks fine while you're testing with a single account, which is exactly why this stays hidden until real users and real data arrive. This is a launch blocker, not a nice-to-have.
Recommended next step
Enable row-level security on every affected table and add policies that limit each request to the rows the signed-in user is allowed to see. Then confirm the public key can no longer reach another user's data, and check that no other table is exposed the same way.
For your AI coding agent
Every review also states exactly what was in scope and what wasn't, because "here is exactly what we looked at" earns more trust than "everything is fine."

More than twenty years building the software companies run their business on. Architected enterprise SaaS platforms holding hundreds of millions of records, deployed inside Fortune 500 insurance companies. Led development on products used by Netflix, TED, and Google.
"I'm so excited that AI enables non-coders to turn their vision into software! There's never been a better time to be a builder. But I also know how technically challenging it can be going that last mile from working prototype to launched product."Read the full story →
Not sure which one you need? That's exactly what the consultation is for. We'll help you figure out what actually matters for your launch.
Prepare a first release for a small group of real users, and make sure the pilot produces useful learning.
Assess the security, reliability, and operational risks that matter before a public launch.
Identify unauthorized access, credential exposure, data-boundary, and AI integration risks.
Ongoing senior technical judgment as your product and business evolve.
You do not need a complete rebuild, a full-time CTO, or a hundred-page technical report. You need the right experienced person to tell you what matters for your next milestone.
Book 30 minutes with a senior engineer. We'll look at your project, answer whatever's worrying you, and point you toward what matters most for your launch, whether or not you ever hire us. It's a consultation, not a sales call.