AI Software Review & Rescue
Working code isn't the same as production-ready code. We review AI-generated and existing applications for the security, reliability, and business-logic gaps that only surface once real users and real data show up.
AI coding tools are remarkable at getting something running quickly. But "it runs" and "it's ready for customers, money, and data" are two very different standards. The gap between them is exactly where businesses get hurt - and it's rarely visible from the happy path.
We examine what the tool - or the original developer - didn't stop to consider.
A structured look across the areas that determine whether software survives contact with the real world.
Who can access what, how sessions are handled, and where privilege boundaries leak.
Schema design, constraints, concurrency, and whether your data stays correct over time.
How third-party calls behave when they're slow, rate-limited, or simply down.
Whether you can actually restore after a mistake, outage, or bad deploy.
How changes ship, what breaks under load, and where cost and latency hide.
The edge cases, business rules, and operational paths that never made it into the prompt.
A clear, low-risk path from "I'm not sure this is safe" to a report you can act on.
We learn what you built, how it's used, and what you're worried about. No charge to find out whether a review makes sense.
We define precisely what's in scope and send you an exact, fixed price up front - so you approve the cost before any work starts. We never ask you to upload confidential code through a public form.
A hands-on examination across security, reliability, data integrity, performance, and business logic.
Every finding with its severity, evidence, business impact, a recommended fix, and an estimated effort to resolve it.
We fix what we found and harden your app, or hand your team a clear plan to do it themselves.
We define the audit scope precisely up front and concentrate where risk is highest. No review - human or automated - can guarantee detection of every vulnerability or defect, and we won't claim otherwise.
Every app is different, so every review is scoped individually. Tell us what you built and we'll come back within 24 hours with an exact, fixed price - no hourly surprises.
Prefer email? info@duckprograms.com