Be a Human in the Loop

Each engagement is a structured code review of an AI-built app. You read the codebase, identify the real risks — security, data handling, architecture, scaling — and produce a plain-language report the founder can act on. No code generation. No ongoing development work. Just clear, honest assessment from someone who has seen how production software actually fails.

Founders using our service are typically non-technical or lightly technical. They built their app with AI tools and want to know what they have before they commit to it. Your job is to tell them, plainly and specifically, without unnecessary jargon or performative complexity.

Reviews are asynchronous and project-based. You set your own availability. We match you to work that fits your expertise.

• → Deep production experience. You have built or maintained systems that real users depend on. You have seen what failure looks like at scale and know how to find it before it happens.
• → Security awareness built in, not bolted on. You think about authentication, authorization, and data exposure as a matter of course — not as a checklist you consult after the fact.
• → Clear written communication. You can explain a technical problem to someone who does not share your vocabulary. You write to be understood, not to demonstrate competence.
• → Honest and direct. You give a real read, not a polite one. The people reading your reports are making real decisions based on them.
• → Familiarity with AI-generated code. You have encountered it in practice and understand where it tends to go wrong — optimized for plausibility, not for production.