User stories your dev team won't send back: 25 AI prompts for product owners

A Lead PO's prompts for turning meeting notes into user stories, acceptance criteria and PRDs. PDF + Notion. 30-day money-back guarantee.

I'll send you the free prompts and occasional emails about product ownership and AI. Unsubscribe anytime.

The problem

You already use AI to write stories. The output looks fine at first glance, then refinement starts.

The developers ask what happens when the user has no email. The acceptance criteria can't be tested. The story is really three stories. So you spend your evening rewriting what the AI gave you in thirty seconds.

The problem is rarely the tool. It is the prompt. A generic prompt gets a generic story.

What the difference looks like

This example is anonymized and rebuilt from typical cases, not taken from a real client.

A first-attempt prompt

"Write a user story for password reset"

Story: As a user, I want to reset my password so that I can log in.

Acceptance criteria: The user can reset their password.

A prompt from this pack

Story: As a returning customer who forgot my password, I want to reset it from the login page so that I can get back into my account without contacting support.

Acceptance criteria:

  • Given I enter an email linked to an account, when I request a reset, then I receive a reset link by email.
  • Given I enter an email not linked to any account, when I request a reset, then I see the same confirmation message as above, so account existence is not revealed.
  • Given I open a reset link after it has expired, when the page loads, then I see an expiry message and a way to request a new link.
  • Given I request several resets in a short time, when I exceed the limit, then I am asked to wait before trying again.

Same tool, same five minutes. The second version is something a dev team can estimate.

Send me the 5 free prompts

What's inside

25 prompts in five blocks. Each prompt comes with a context block to fill in, the prompt to copy, a sample input, a sample output, and one pitfall to watch for.

  1. Stories (6 prompts)

    Turn raw notes into user stories, split a story that is too big, rewrite a story around user value.

  2. Acceptance criteria (5 prompts)

    Generate Given/When/Then criteria, surface edge cases and error cases, review criteria you already have.

  3. PRD and scoping (5 prompts)

    One-page PRD, problem statement and non-goals, the questions to ask before you write anything.

  4. Prioritization (4 prompts)

    RICE-style scoring from partial data, a prioritization argument you can bring to stakeholders.

  5. Retros and ceremonies (5 prompts)

    Retro summaries, theme grouping, a refinement agenda, a sprint review write-up.

You get two formats: a clean PDF (one prompt per page) and a Notion database you can duplicate and filter by task.

Every prompt includes a short note: "Why this works in refinement" or "Where AI gets this wrong."

Three bonuses, included

  • The Context Block

    A half-page template you fill in once (product, users, vocabulary, constraints) and paste at the top of any prompt. This is what stops the answers from sounding generic.

  • The AI Story Review Checklist

    One page to check an AI-written story before you show it to the team: testable, independent, right-sized, no hidden assumptions.

  • The Refinement Question Bank

    20 questions developers ask most often in refinement. Run your own stories against them before the meeting.

Ernestine Matjabo

About the author

I'm Ernestine, a Lead Product Owner and Senior Product Manager with 9+ years in digital product, fintech and e-commerce. I have written and defended a lot of backlog items in refinement, and I built these prompts to get usable drafts faster.

I use AI every day in my own work and in my freelance projects (web, SEO audits, prototyping). The prompts are the ones I wanted when I started.

Guarantee

Use the prompts on your real backlog. If they don't make your next refinement easier, email me within 30 days and I'll refund you. No questions asked.

Launching soon.

Join the list for 5 of the prompts for free, plus first access to the launch price when the pack goes live.

I'll send you the free prompts and occasional emails about product ownership and AI. Unsubscribe anytime.

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FAQ

Who is this for?

Junior to mid-level Product Owners and Product Managers working in an agile team, who already use an AI assistant and want better first drafts.

Which AI tools does it work with?

The prompts are plain text, so you can paste them into the AI assistant you already use.

Do I need Notion?

No. The PDF contains everything. The Notion database is a convenience.

Will the AI replace my judgment?

No, and the pack is built on that idea. The review checklist and the "where AI gets this wrong" notes are there so you check the output before it reaches your team.

Can I use the prompts at work?

Yes. They are yours to use in your own work. Please don't resell or redistribute the pack itself.

What if it doesn't help?

Email me within 30 days for a full refund.