Guides
Product Intelligence Guides
Direct answers to the questions builders and agents ask about Product Maps, vibe-coded products, and durable product context.
How do I manage a vibe-coded product after the prototype?
Turn an AI-built prototype into a manageable product: map what exists, find gaps, plan delivery, and keep Claude Code or Cursor grounded in durable product context.
How do I know what features my AI-generated app is missing?
Use a Product Map, gap analysis, and industry benchmarks to see which features and capabilities your AI-generated app still lacks.
How do I give Claude Code or Cursor persistent product context?
Stop re-explaining your product in every chat. Use a Product Map as durable context for Claude Code, Cursor, and other coding agents.
How do I connect a PR to a product requirement?
Link pull requests to product features — not ticket IDs alone. Use a Product Map Feature as the requirement, Code Intelligence for path evidence, and optional Linear/Jira keys for workflow.
How do I create a product map from an existing codebase?
Infer a Product Map from your repository: domains, jobs, capabilities, and features grounded in code, then review and improve the structure.
What is product intelligence for AI-native development?
Product Intelligence is a shared, structured product model for humans and AI agents — Product Maps, gaps, and next actions — so AI-native teams build coherent products, not just faster prototypes.