AI Code Blackbox Checkup

Help developers quickly understand hidden risks in AI-written code and ship with confidence

Problem

Developers increasingly ship AI-generated code they don't fully understand. One engineer on HN described the job as maintaining a black box, feeling uncomfortable about code quality and security when shipping.

Solution

Automatically scan AI-generated code changes, flag high-risk patterns, explain key logic, and produce a one-page delivery note. Developers spend a few minutes closing the understanding gap before committing instead of re-reading everything.

Users

Individual developers using AI coding tools, tech leads at small teams, and anyone doing code reviews

MVP

Paste or import a diff; a rule engine flags common risk patterns with explanations; generate a shareable review summary card; allow ignore rules and custom checks

Revenue

Free tier limits scans; Pro subscription unlocks private repo integration and team rule libraries

Why now

AI coding adoption has outpaced code comprehension tooling, making black-box delivery a widespread anxiety—well suited for a solo developer to iterate quickly.