Illia Shapoval

Product Leader, AI practitioner

Cohort 1

How to Set Up Context So AI Writes Your Next PRD

PM, 13+ years of product craftsmanship

Lufthansa Systems

Backbase

Luxoft

UKRSIBBANK BNP Paribas Group

Become a Context Architect: AI-Assisted Requirements Engineering

If you don't curate what your AI assistant knows about your product, you get output that's polished on the surface and empty underneath.The other extreme — "give it all the context" — is worse. Do you even have all the context for your product? Would you want to feed every Confluence page, every PRD revision, every deprecated business rule into the prompt?There are real tools for requirements quality. Each fits a moment:<ul><li>RAG pipelines — powerful, but expensive to build and to maintain.</li><li>Mega-prompts — thorough, but they dilute the answer.</li><li>Confluence dumps — comprehensive, but light on specifics.</li><li>Letting the AI manage its own context — convenient, but it takes the wheel from you.</li></ul>This workshop gives you the system that costs the least to start and scales with your product.You walk out with a starter context base, your own <code>agents.md</code>, your <code>SKILL.md</code>s, one feature specced end to end, and a system you can shape as you go.I spent a year sharpening this. Now it saves me days.

Engineer a compact context system that turns a four-line brief into a spec draft your team trusts — on your product, in your template.

Map requirement qualities to context blocks

Build an addressable, indexed context base for your product

Wire the base into a drafting system with agents.md, skills, and templates

Run the context-enrichment flywheel so the system stays alive

You're a Business Analyst or Requirements Engineer who owns product documentation, and you want a system for AI-assisted requirements work

You're a Product Manager or a PO who needs AI as a specification sidekick, not a chatty assistant you re-brief from scratch on every task.

You've tried "shove all the context in" — and watched the output get more generic, not less. Ready for a tested framework that fixes it.

Learn directly from Illia Shapoval

Illia Shapoval

Workshops

Context Architecture for Business Analysts and Product Owners

Lightning Lessons

How to Set Up Context So AI Writes Your Next PRD