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Free Lesson
Understand How AI Work as a PM: From LLM to Evals
45 min
Oct 18, 2026 12:30 PM
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What you'll learn
Understand what happens inside an LLM
Understand, without math, how AI learns from data and why training data shapes everything a model does.
How to map what you need to build an LLM-based system
Identify the core building blocks, from model and prompts to data, evals, guardrails, before you start building.
How to decide when your product needs RAG
Learn how RAG grounds answers in your company's data, and when to use it instead of prompting or fine-tuning.
Why this topic matters
Most PMs use AI every day without knowing how it works, so they overpromise, misjudge risks and struggle to talk with engineers. As AI moves into every product, that gap gets costly. Knowing how LLMs work, why they hallucinate and what it takes to build an LLM-based system helps you pick the right use cases, set realistic expectations and make better calls on cost, quality and safety. This session gives you that foundation in 45 minutes.
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