
Illia Shapoval
PM, 15 yrs in Banking, Aviation, MedTech | I teach building products with AI
Illia is a Product Manager who started as a BA. He has 15 years owning products across Banking, Fintech, Aviation, and MedTech — where a requirements error becomes an audit finding
He built products from 0 to 1 for startups and large corporations and now he's leading an AI document-processing platform and an aeronautical chart editor at Lufthansa Systems.
He teaches BAs and PMs the system he uses every day: a context layer that makes AI draft dev-ready specs for their own product.

Workshops
Single-day, hands-on sprints to practice new skills
Lightning Lessons
Free, interactive sessions to explore new topics


Design Agent-Ready API Specs From Your Product Context

Set Up Product Context So AI Writes Your Next PRD

Stop Your AI From Inventing Product Requirements

Make AI Write Specs You Trust

Set Up a Workspace for Agentic Requirements Authoring
Resources

Context Workspace — 3-Prompt Starter Kit + PRD template
Three prompts that build an AI workspace turning raw inputs into context artifacts, then writing your PRD from them.
Download the kit

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Stop AI From Inventing Requirements with two SKILLs
Context Extractor + EARS requirements formatter
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Alumni reviews
Arsenii
Context Architecture for Business Analysts and Product Owners
Viktoriia
