Use case · Story refinement

An AI acceptance criteria generator with the full story context.

Expand selected story cards into clear narratives and testable acceptance criteria while preserving existing notes, context, and persona intent.

EV charging app live context
Plan a trip
Set destination
Find route
Save journey
Find a charger
Compare stations
AI Filter availability
Check connector
Start charging
Connect vehicle
Confirm session
Track progress
MVP · coherent end-to-end slice

Enough detail to build and test the work, without over-specifying the entire future backlog.

01

Why it matters

More useful AI starts with better product structure.

StoriesOnBoard keeps strategic context understandable to people and available to the agents helping them plan and execute.

01

Real personas

Use the persona context already attached to the map instead of defaulting to a generic user.

02

Testable criteria

Write observable outcomes that a tester can evaluate yes or no.

03

Right-sized stories

Recognize when acceptance criteria reveal a story that should be split before implementation.

How it works

A clear path from input to aligned action.

Each step adds context while keeping product decisions visible and reviewable.

Scope

Choose what is next

Refine a release, goal, step, or explicit set of stories—not the whole backlog by default.

Draft

Create the detail

Write the narrative, key variations, and important edge or error outcomes.

Write

Update approved cards

Merge the refined content into the map and verify the result.

Frequently asked questions

Clear answers before you start.

What is an AI acceptance criteria generator?+

It turns a user story and its surrounding product context into a draft set of clear, observable conditions that product, development, and QA can review.

What makes acceptance criteria testable?+

Each criterion describes a specific observable outcome, key variation, or important error state that a tester can evaluate as passing or failing.

Should AI refine every story in the backlog?+

Usually not. StoriesOnBoard recommends just-in-time refinement for the next release, sprint, goal, or selected set of stories.

Give your agents the full picture

Build the context before you build the product.

Start with a rough idea, a PRD, or an existing map. Turn it into a product plan people and agents can use together.

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