Knowledge guide

AI Product Management Roadmap

Building AI features that generate measurable value

Updated July 2026 · ~45 min across all tabs. Use tabs and sub-tabs to explore foundations, architecture, research, delivery, and a week-by-week learning path.

What you will build judgment on

  • When AI beats rules, search, or classical ML
  • RAG, agents, MCP, and reference architectures
  • Unit economics and eval gates for ship decisions
  • AI PRDs, safety tiers, and India-specific constraints

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