From feature to requirements, with the evidence attached.

Requirements Generation Agent drafts requirements and acceptance criteria from a feature definition, its linked customer needs, and the evidence behind them.

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Requirements Generation AgentProduct Model

READS

The feature definition

Customer needs linked to the feature

The customer evidence behind those needs

Requirements Generation AgentSuggestions staged for human review

PRODUCES

Draft requirements

Acceptance criteria

Links back to the needs and evidence

The problem

A roadmap item isn't enough to build from.

"Improve customer onboarding" is useful for planning, not for building. Turning a feature into structured requirements takes time a small team never has, and the customer context usually gets lost along the way.

The blank page

Every feature's requirements start from scratch.

Context gets stripped

Builders receive requirements without the customer statement that motivated them.

Product managers are the bottleneck

With AI-assisted engineers shipping faster, requirements can't be written fast enough by hand.

The approach

Start from what customers said, not a blank page.

The agent uses the customer context you've already captured: the feature definition, the needs linked to it, and the evidence behind them. It drafts requirements and acceptance criteria as a starting point. The product owner keeps the decisions; the agent removes the blank page.

PRIMARY OUTCOMES

→Product work is created faster

→Every requirement has a clear reason

→Builders know what to build and for whom

Capabilities

What the agent does for you.

Requirements from evidence

Generates requirements from the feature definition, its customer needs, and their evidence.

Acceptance criteria

Drafts acceptance criteria alongside each requirement.

Traceable

Requirements stay connected to the needs and evidence that justified them.

Reviewed before build

Drafts are reviewed and approved by your team before anything is built.

Product Model

From the blog.

PRODUCT STRATEGY

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