AI PM Prompt Library

40+ expert-curated ChatGPT, Claude, and Gemini prompts for product managers. Free, no signup, ready to copy.

The AI PM Prompt Library is a curated collection of 40 expert-written prompts for ChatGPT, Claude, and Gemini covering 6 PM workflows: backlog grooming, user story writing, PRD drafting, stakeholder updates, OKR drafting, and retro facilitation. Every prompt includes context, example output, and recommended tools. Last updated: April 2026.
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Backlog Grooming

Prompts for refining, prioritizing, and clarifying backlog items before sprint planning.

7 prompts
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User Story Writing

Prompts for drafting user stories, acceptance criteria, and edge cases.

7 prompts
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PRD & Spec Drafting

Prompts for product requirements documents, specs, and technical documentation.

7 prompts
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Stakeholder Updates

Prompts for status updates, executive summaries, and cross-functional communication.

6 prompts
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OKR & Goal Drafting

Prompts for drafting OKRs, quality-checking existing ones, and cascading goals.

6 prompts
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Retrospective Facilitation

Prompts for running retrospectives, synthesizing feedback, and identifying action items.

7 prompts

All Prompts (40)

Weekly Backlog Grooming Session Facilitator

Turns a raw list of backlog items into a structured 45-minute grooming agenda with discussion prompts, decisions required, and owner assignments. Built for PMs who want to run tight, outcome-driven refinement meetings.

Product Manager

Split an Epic Into Shippable Stories

Decomposes a large epic into 5-12 independently deliverable user stories, each sized to fit within one sprint. Designed for PMs preparing multi-sprint initiatives for refinement.

Product Manager

Identify Duplicates and Stale Backlog Items

Audits a backlog of 30+ items and flags duplicates, near-duplicates, and items that have gone stale based on age and activity. Built for PMs inheriting or cleaning up a bloated backlog.

Product Manager

Estimate Story Points via Planning Poker

Facilitates a structured planning poker session by presenting each story with discussion questions, estimation prompts, and a variance analysis. Useful for distributed Scrum teams estimating asynchronously.

Scrum Master

Generate Dependencies and Blocker Analysis

Analyzes a set of upcoming backlog items and produces a dependency graph, blocker list, and sequencing recommendation. Built for PMs planning multi-team initiatives with hidden coupling.

Product Manager

Refine a Bug Report Into an Actionable Ticket

Takes a raw bug report from customer support or a user email and rewrites it as a well-structured engineering ticket with repro steps, severity, and impact assessment. Designed for PMs triaging inbound bugs.

Product Manager

Translate Support Themes Into Backlog Items

Clusters repeat customer support tickets into 5-8 underlying product themes and converts each into a backlog item with impact data. Built for PMs who need to turn a noisy support queue into a clear signal.

Product Manager

Draft a User Story From a Feature Request

Converts a raw feature request into a well-formed user story with role, outcome, and motivation. Designed for PMs processing inbound requests from sales, support, and customers.

Product Manager

Write Acceptance Criteria in Gherkin Format

Generates Given/When/Then acceptance criteria for any user story, including the happy path and at least 3 edge cases. Built for PMs and QA leads preparing stories for sprint commit.

Product Manager

Generate Edge Cases and Error States

Surfaces edge cases, boundary conditions, and error states a user story should handle. Built for PMs who want to harden thin stories before engineering estimation.

Product Manager

Convert a Technical Spec Into User-Facing Stories

Takes a raw technical spec and rewrites it as a series of user-facing stories that non-technical stakeholders can understand. Built for TPMs translating engineering language to business value.

Technical Product Manager

Write Negative Acceptance Criteria

Generates explicit 'what should NOT happen' acceptance criteria to prevent scope creep and surface hidden assumptions. Built for PMs whose stories keep growing during implementation.

Product Manager

Split a Large User Story Using SPIDR

Splits an oversized user story into smaller stories using the SPIDR method (Spike, Path, Interface, Data, Rules). Designed for PMs trying to fit work into a single sprint.

Product Manager

Draft a Persona-Specific User Story

Drafts a user story anchored to a specific persona with detailed context about their role, goals, and frustrations. Built for PMs working with multiple persona types and wanting differentiated solutions.

Product Manager

Draft a One-Page PRD From a Problem Statement

Turns a brief problem statement into a one-page PRD with problem, solution, success metrics, and rollout plan. Built for PMs who need a lightweight PRD format for small-to-medium features.

Product Manager

Write a Competitive Analysis Section for a PRD

Produces a structured competitive analysis comparing how 3-5 competitors solve the same problem, with strengths, gaps, and differentiation opportunities. Designed for PMs drafting PRDs or strategic briefs.

Product Manager

Generate Success Metrics and KPI Tree

Produces a KPI tree linking a high-level goal to leading, lagging, and counter-metrics for a new feature. Built for PMs who need measurable success criteria in their PRDs.

Product Manager

Draft a Technical Design Doc From a PRD

Converts a product PRD into a technical design doc skeleton covering architecture, data model, APIs, and risks. Built for TPMs partnering with engineers on early technical scoping.

Technical Product Manager

Write a Rollout and Launch Plan Section

Drafts a structured rollout plan with stages, gate criteria, rollback procedures, and communications. Built for PMs launching features that need careful staged deployment.

Product Manager

Create a Risks and Tradeoffs Section for a Spec

Produces a structured risks and tradeoffs section covering user, technical, business, and timing risks with mitigations. Built for PMs preparing specs for executive review.

Product Manager

Convert Stakeholder Interview Notes Into a PRD Outline

Takes raw stakeholder interview notes and synthesizes them into a PRD outline with consolidated themes, agreements, and unresolved questions. Built for PMs after a round of discovery interviews.

Product Manager

Weekly Product Update Email for Execs (3-Bullet Format)

Drafts a crisp weekly exec update in a 3-bullet format (progress, risks, asks). Built for PMs whose leadership wants to know status in 60 seconds, not 60 minutes.

Product Manager

Sprint Review Summary for Non-Technical Stakeholders

Summarizes a sprint review in business language for non-technical stakeholders. Built for PMs who attend sprint reviews and need to translate the output for sales, marketing, and customer success.

Product Manager

Translate Engineering Progress Into Business Impact

Converts raw engineering status into business impact language for leadership reviews. Built for PMs who need to make platform or infra work legible to a non-technical audience.

Product Manager

Draft a Delay Announcement That Maintains Trust

Writes a delay announcement that acknowledges the slip honestly, explains the cause, and commits to a new date. Built for PMs who need to communicate bad news without destroying stakeholder trust.

Product Manager

Prepare Roadmap Review Talking Points for a Board Meeting

Generates talking points for a board-level roadmap review, including narrative arcs, data points, and likely questions. Built for product leaders preparing for high-stakes quarterly board meetings.

VP Product

Summarize 5 Customer Interviews Into 3 Insights

Distills a round of 5 customer interviews into 3 prioritized insights for leadership. Built for PMs who need to compress rich qualitative data into exec-ready findings.

Product Manager

Draft OKRs From a Team Mission Statement

Translates a team mission statement into 2-3 objectives and 3-4 key results each. Built for PMs and team leads starting a new quarter and needing a first draft to iterate on.

Product Manager

Quality-Check Existing OKRs

Audits a set of draft OKRs for measurability, ambition, and cascade alignment. Built for PMs reviewing team OKRs before commit or as a mid-quarter health check.

Product Manager

Generate Key Results From a Given Objective

Produces 3-5 candidate key results for a qualitative objective, ranked by measurability and stretch. Built for PMs who have a clear objective but struggle to pick the right KRs.

Product Manager

Convert Vague Goals Into SMART OKRs

Takes a vague goal statement and rewrites it as a SMART OKR with specific, measurable, achievable, relevant, and time-bound elements. Built for PMs inheriting fuzzy goals from leadership.

Product Manager

Cascade Company OKRs to Team OKRs

Translates company-level OKRs into team-level OKRs that ladder up cleanly. Built for PMs and team leads who need to align their team's work with company priorities.

Product Manager

Mid-Quarter OKR Health Check Analysis

Runs a mid-quarter OKR health check, scoring progress, identifying at-risk KRs, and recommending actions. Built for PMs running month-7 or week-6 OKR reviews.

Product Manager

Run a Start/Stop/Continue Retrospective

Facilitates a Start/Stop/Continue retrospective format with structured timeboxing and synthesis prompts. Built for Scrum Masters and PMs running simple, high-value team retros.

Scrum Master

Run a 4Ls Retrospective

Facilitates a 4Ls retrospective (Liked, Learned, Lacked, Longed for) with emotional and practical dimensions. Built for teams that want deeper reflection than Start/Stop/Continue.

Scrum Master

Synthesize Retro Feedback Into 3 Action Items

Turns messy retro notes into exactly 3 prioritized, owned action items. Built for PMs running async retros or compiling feedback from multiple sprints.

Product Manager

Run a Sailboat Retrospective Metaphor Exercise

Facilitates a Sailboat retrospective using the metaphor of wind, anchors, rocks, and island to surface team dynamics. Built for teams that benefit from visual or metaphorical thinking.

Scrum Master

Identify Systemic Issues From 3 Months of Retro Notes

Analyzes 3 months of retrospective notes to surface systemic issues that recur across sprints. Built for Scrum Masters doing quarterly team health reviews.

Scrum Master

Facilitate a Blame-Free Root Cause Analysis

Facilitates a 5 Whys root cause analysis in a blame-free format focused on system and process, not individuals. Built for teams processing an incident or missed commitment.

Scrum Master

Generate Icebreaker Questions for a Remote Retrospective

Produces 5 icebreaker questions calibrated for remote retros, ranging from light to reflective. Built for Scrum Masters starting virtual retros who want to warm up the team without wasting time.

Scrum Master