Requirements

User stories that read like a human wrote them

“As a system, I want to process data” is not a user story. Good stories name a real person and a real need — and that's harder to get from AI than it looks.

The Cadenly TeamUpdated July 3, 2026

The system-as-persona trap

Ask most models for user stories and you get a pile of “As a system, I want to validate the input” — stories where the “user” is a database, an epic, or the app itself. They're syntactically stories and semantically useless, because a story is supposed to capture a human need.

It's a subtle failure that slips past a quick read and then confuses everyone downstream who's trying to build for an actual person.

Real personas, real needs

Cadenly writes stories that name a genuine human persona and the real need behind each step of your flow — never a system, an epic, or a container masquerading as a user. It groups them into epics so the flow becomes buildable, assignable work.

The result reads like a PM wrote it: a person, a want, a reason — the form that actually guides a build.

Why the form matters

A good user story isn't bureaucratic ceremony. “As a first-time user, I want to reset my password so I can get back in” tells the builder who, what, and why — which is exactly the context that keeps a feature from being built for nobody.

Key takeaways
  • AI often writes stories where the “user” is a system, not a person.
  • Cadenly enforces real human personas and the need behind each step.
  • The person-want-reason form is what actually guides a build.

Write stories that guide the build

Cadenly turns your flow into human user stories grouped into epics — no systems-as-users.

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