appendix-a
Appendix A. AI development toolbox
This appendix provides actionable tools, structured summaries, and practical checklists to help you apply the concepts introduced in chapters 2–12. Whether you are learning AI product management for the first time or looking for a quick reference, this section serves as a study aid and a cheat sheet to reinforce key frameworks, methodologies, and decision-making processes.
Use it to internalize essential knowledge, accelerate implementation, and streamline AI-driven product decisions in your daily work.
A.1 Chapter 2 (Discovering and prioritizing AI opportunities)
A.1.1 Sourcing AI ideas and opportunities
Blueprint: AI opportunity tree
Use the four key AI benefits to structure your opportunity exploration:
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AI benefit
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Example Use Cases
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Automation and productivity
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AI-powered chatbots, invoice processing, fraud detection
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Improvement and augmentation
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AI-assisted writing tools, AI-powered design assistance
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Personalization
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Tailored content recommendations, AI-driven UX customization
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Innovation and inspiration
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AI-generated design concepts, AI-assisted scientific discovery
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Checklist: Sourcing AI ideas
- Analyze customer feedback (support tickets, surveys, product reviews)
- Use team insights (internal brainstorming, domain expertise)
- Monitor competitors (benchmarking AI-driven features)
- Track technological advancements (LLMs, computer vision, new AI frameworks)
- Consider market forces (regulatory changes, AI-driven shifts in industry trends)