Free Lesson

Stop Your AI From Inventing Product Requirements

45 min
Aug 13, 2026 11:30 AM
Virtual (Zoom)

In this video

What you'll learn

Expose every assumption your LLM made to answer you

Watch an LLM improve a vague requirement in two minutes, then name every assumption it made to do it.

Separate a template problem from a context problem

Learn which spec problems a template can fix, and which ones need facts about your product.

Build a context base by letting AI interview you

Leave with two context file templates, entity and business rule, and the skill that populates them.

Why this topic matters

An invented fact is harder to spot than a wrong one. It's plausible, internally consistent, formatted identically to the facts around it — and nobody said it in your stakeholder meeting. Your AI writes requirements faster than you can, and it invents at the same speed. Best case it surfaces during development. Worst — during the demo. Learn how a small context base fixes those inventions, live.

You'll learn from

Illia Shapoval

Illia Shapoval

PM & BA, 15 yrs in Banking, Aviation, MedTech | AI practitioner

Previously at

Lufthansa Systems
Backbase
Luxoft
See all products from Illia