Operate AI products end-to-end.

8 to 12 weeks of focused study at 5-7 hours per week, plus a portfolio AI feature shipped (or thoroughly designed). Most hiring loops in 2026 ask candidates to walk through how they would scope, eval, and roll out an AI feature, not just whether they can talk about LLMs.

Yes. Most AI PM hiring in 2026 is at companies adding AI to existing products, not pure-play AI companies. The skill set transfers cleanly: the eval-as-spec discipline, governance fluency, and rollback playbook apply whether the model is the product or a feature inside the product.

At AI-first growth-stage companies and at top-quartile AI organizations inside enterprises, yes. Median across all AI-PM roles tracked in Lightcast 2024 is closer to $175-230K. The high end concentrates in companies where AI is the product (foundation labs, AI-first startups, hyperscalers' AI groups).

Optional but useful. AI PMs who can sketch a working prototype with the modern AI tooling have a measurable advantage in the discovery + scoping phase. You don't need to ship production code; you need to credibly assess what's hard, what's easy, and what's risky.