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name: product-spec-writer description: "Transform one-line product ideas into complete PRD documents with user stories, feature lists, MoSCoW prioritization, and acceptance criteria. Trigger when users ask to 'write a PRD', 'turn this idea into a spec', 'flesh out requirements', or mention product requirements, user stories, feature breakdowns, or acceptance criteria." license: MIT

Product Spec Writer

One-line idea → complete PRD: Transforms vague product ideas into professional Product Requirements Documents with user stories, feature lists, MoSCoW prioritization, and acceptance criteria through a structured SOP workflow.

Quick Start

The user provides a one-line description of their need, and the Agent automatically produces a full PRD following the workflow below:

User: I want to build an internal knowledge base system for our team
Agent: [Outputs a complete PRD following the SOP workflow]

SOP Workflow

Phase 1: Requirement Elicitation

Goal: Extract enough information from the user's one-line request to build a PRD.

Steps:

1. Parse the raw request: Identify the core verbs, target objects, and implicit constraints in the user's requirement
2. Ask clarifying questions (up to 5 key questions):
   • Who are the target users? (Internal team / external customers / both)
   • What is the core pain point? (How is it done today, and what's wrong with it)
   • Are there any reference products or competitors?
   • Are there hard constraints? (Timeline, budget, tech stack, compliance requirements)
   • What does success look like? (Key metrics)
3. If the user asks to skip clarification, proceed based on reasonable assumptions and document them in the "Assumptions & Constraints" section of the PRD

Output: A requirement background summary (200 words or fewer)

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Phase 2: User Personas & Stories

Goal: Identify all key roles and write user stories for each.

Steps:

1. Identify user personas:

   • List 2–5 core personas

   • Describe each persona in one sentence covering their identity, goal, and pain point

   • Format:

     **Persona Name**: [One-line description]
     - Role: [Title / Role]
     - Core Goal: [What they want to achieve]
     - Primary Pain Point: [What problem they face today]
     

2. Write user stories:

   • At least 3 user stories per persona
   • Standard format: As a [persona], I want to [capability], so that [value/purpose]
   • Each user story must satisfy the INVEST principles:
     • Independent: Stories should be self-contained with no inherent dependencies
     • Negotiable: Stories should not prescribe implementation details
     • Valuable: Stories must deliver clear value to the user
     • Estimable: The team should be able to estimate the effort
     • Small: Completable within a single iteration
     • Testable: Has a clear way to verify completion

3. Story map layout: Arrange stories along the user journey timeline to identify the critical path

Output: Persona table + User story list

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Phase 3: Feature Decomposition

Goal: Convert user stories into a concrete feature list, distinguishing functional and non-functional requirements.

Steps:

1. Functional Requirements:

   • Extract specific features from each user story
   • Each feature includes:
     • Feature ID (F-001, F-002...)
     • Feature name
     • Associated user story ID
     • Feature description (one sentence explaining what it does)
     • Input / Output / Interaction notes

2. Non-Functional Requirements:

   • Review each of the following dimensions and mark those that apply:

     Dimension	Checklist
     Performance	Response time, concurrency, throughput
     Security	Authentication, authorization, data encryption, compliance
     Availability	SLA, disaster recovery, backup & restore
     Scalability	User growth, data growth, feature extensibility
     Usability	Learning curve, accessibility, localization
     Compatibility	Browsers, devices, operating systems, API versions

3. Feature dependencies: Map out the dependencies between features (which features must be built first)

Output: Functional requirements table + Non-functional requirements table + Dependency diagram

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Phase 4: MoSCoW Prioritization

Goal: Classify all features using the MoSCoW framework.

MoSCoW Framework Definitions:

Priority	Meaning	Criteria	Suggested Proportion
Must Have	Essential	Without it the product cannot launch or the core user flow breaks	~60%
Should Have	Important	Important but not fatal; a workaround can serve in the short term	~20%
Could Have	Nice to have	Enhances the experience but the product works fine without it	~15%
Won't Have (this time)	Out of scope	Explicitly excluded to prevent scope creep; deferred to a future release	~5%

Steps:

1. Evaluate each feature by answering three questions:

   • Can the product launch without this feature? (No → Must)
   • Will users be noticeably dissatisfied without it? (Yes → Should)
   • Is there a clear workaround for this feature? (Yes → Could / Won't)

2. Priority validation:

   • Must Have should not exceed 60% of total features (if it does, features need further decomposition)
   • Won't Have must include at least 1–2 items (proof that trade-offs were made)
   • Verify that the dependency chain among Must Have features is complete

3. Output a priority matrix table:

   | Feature ID | Feature Name | Priority | Rationale |
   |------------|--------------|----------|-----------|
   | F-001      | xxx          | Must     | xxx       |
   

Output: MoSCoW priority matrix

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Phase 5: Acceptance Criteria

Goal: Write testable acceptance criteria for every Must Have and Should Have feature.

Steps:

1. Use Given-When-Then format:

   Feature: F-001 User Login
   
   AC-F001-01: Successful login
   Given the user is registered and their account is active
   When the user enters a valid email and password and clicks Login
   Then the system navigates to the homepage and displays the user's nickname
   
   AC-F001-02: Incorrect password
   Given the user is registered
   When the user enters an incorrect password and clicks Login
   Then the system displays "Incorrect email or password" without revealing which is wrong
   

2. Acceptance criteria checklist (every AC must satisfy these):

   • Does it describe behavior only, without specifying implementation?
   • Can it be independently verified (no dependency on other ACs)?
   • Does it cover the happy path and at least one error path?
   • Are boundary conditions explicit (numeric ranges, character limits, null handling)?
   • Does it have a concrete expected result (not vague phrases like "works correctly")?

3. Coverage requirements:

   • Must Have features: at least 3 ACs each (happy path + error path + boundary)
   • Should Have features: at least 2 ACs each (happy path + error path)
   • Could Have features: at least 1 AC each (happy path)

Output: Acceptance criteria list, grouped by feature

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Phase 6: Document Assembly & Output

Goal: Assemble the outputs from the five preceding phases into a complete PRD document.

PRD Document Template:

# [Product Name] — Product Requirements Document (PRD)

> Version: v1.0 | Author: [Fill in] | Date: [Current date]
> Status: Draft

## 1. Overview

### 1.1 Background & Motivation
[Phase 1 requirement background summary]

### 1.2 Objectives
- Business objective: [What business outcome to achieve]
- User objective: [What user problem to solve]
- Success metrics: [KPIs / North Star metric]

### 1.3 Scope
- In scope: [Overview of Must + Should features]
- Out of scope: [Won't Have list with reasons]

## 2. User Personas

[Phase 2 persona table]

## 3. User Stories

[Phase 2 user story list, grouped by persona]

## 4. Functional Requirements

### 4.1 Feature List
[Phase 3 functional requirements table]

### 4.2 Non-Functional Requirements
[Phase 3 non-functional requirements table]

### 4.3 Feature Dependencies
[Phase 3 dependency diagram]

## 5. Prioritization

### 5.1 MoSCoW Matrix
[Phase 4 priority matrix table]

### 5.2 Release Planning Recommendations
- MVP (v1.0): All Must Have items
- v1.1: All Should Have items
- v2.0: Evaluate Could Have items

## 6. Acceptance Criteria

[Phase 5 acceptance criteria list, grouped by feature]

## 7. Assumptions & Constraints

### 7.1 Assumptions
- [List all assumptions, especially those made in Phase 1 due to insufficient information]

### 7.2 Constraints
- Technical constraints: [If any]
- Business constraints: [If any]
- Timeline constraints: [If any]

### 7.3 Risks
| Risk | Impact | Likelihood | Mitigation |
|------|--------|------------|------------|
| xxx  | High   | Medium     | xxx        |

## 8. Open Questions
- [ ] [Question to confirm 1]
- [ ] [Question to confirm 2]

## Appendix
- Glossary (if domain-specific terminology is used)
- Reference document links

Document output requirements:

• All tables must use Markdown format
• Feature IDs must be globally unique and sequential
• User story IDs and feature IDs must have a clear mapping
• Acceptance criteria ID format: AC-[Feature ID]-[Sequence] (e.g., AC-F001-01)
• Dates must use the actual current date

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Workflow Control Rules

Interaction Mode Selection

Choose the mode based on the level of detail in the user's input:

User Input	Mode	Behavior
Just one line (< 50 words)	Guided mode	Run Phase 1 questions, wait for answers, then continue
Some detail (50–200 words)	Semi-auto mode	Ask 2–3 key questions while starting Phase 2 in parallel
Detailed description (> 200 words)	Full-auto mode	Skip clarification, start directly from Phase 2
User says "just write it / don't ask"	Quick mode	Output the full PRD based on reasonable assumptions

Quality Checklist

Before delivering the final PRD, verify each item:

• Every persona has at least 3 user stories
• Every user story maps to at least 1 feature
• Every feature has a MoSCoW priority
• Must Have features do not exceed 60% of the total
• Won't Have includes at least 1 item
• Every Must Have feature has at least 3 acceptance criteria
• Acceptance criteria use Given-When-Then format
• Assumptions & Constraints section is not empty
• Open Questions section is not empty (there are always unconfirmed items)
• All IDs are sequential with no gaps

Iterative Refinement

When the user provides feedback on the PRD:

1. Identify which Phase the feedback relates to
2. Re-execute from that Phase
3. Cascade updates to all downstream content
4. Maintain consistency of the numbering system

Reference Methodologies

This SOP draws on the following product management methodologies:

• User Story Mapping (Jeff Patton): Organizing stories along the user journey
• MoSCoW Prioritization (DSDM / Agile): Requirements prioritization framework
• INVEST Principle: User story quality standard
• Behavior-Driven Development (BDD): Given-When-Then acceptance criteria format
• Kano Model (reference): Requirements classification thinking (Basic → Must, Performance → Should, Excitement → Could)