Here’s your blueprint to the essential layers:

• Models: The brain of the operation. This includes foundational models, fine-tuned versions, or custom builds (think Grok, OpenAI).


• Data Layer: The fuel that feeds the brain. This means robust collection, meticulous cleaning, precise labeling, secure storage, and constant, real-time updating.

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PM risks —Value, Usability, Viability, Feasibility, and Go-to-market—for AI products .

Marty Cagan's wisdom still shines bright for AI PMs. It all boils down to mastering four critical dimensions.

Miss one, and... your AI product might just fall flat.

• Valuable (The Ultimate Win): Does it solve a genuine, burning problem for your users?


• Feasible: Can your team actually build this within reasonable constraints?


• Usable: Can real people

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