Private by design
The generator runs in your browser. It does not need your API key, credentials, code, or project access.
The quality layer for vibe coding
AI builders make the first version fast and approachable. AIOptimization adds the discipline serious products still need: clear scope, preservation rules, acceptance tests, verification gates, launch checks, and a defined stopping point. Add it to your stack before customers see the result.
Free build brief
Do not paste secrets, private customer data, or proprietary source code. A concise description of the current behavior is enough.
Built for real constraints
The generator runs in your browser. It does not need your API key, credentials, code, or project access.
Use the output in Lovable, Bolt, Replit, Cursor, Codex, or another coding assistant.
The structure targets avoidable retries and scope drift. It does not promise a specific credit saving or output quality.
Questions
It turns a rough development request into a structured instruction pack for an AI coding assistant. The pack defines the outcome, current state, preservation rules, constraints, acceptance tests, verification steps, and a stopping point.
No. The tool runs in your browser and does not need an API key, project login, repository, source code, or credentials. Your form content is not submitted to AIOptimization.ca.
It is designed to reduce avoidable retries, repeated context, and open-ended work. Actual credit use depends on the builder, model, project, and task, so lower usage is not guaranteed. Compare results on representative work.
The output is vendor neutral and can be copied into Lovable, Bolt, Replit, Cursor, Codex, or another coding assistant. Review and test every change before publishing.