Write a feature spec or PRD from a problem statement or feature idea. Use when turning a vague idea or user request into a structured document, scoping a feature with goals and non-goals, defining success metrics and acceptance criteria, or breaking a big ask into a phased spec.
Instructions your experts follow when using this skill.
Packaging adaptation by AutoGPT, 2026-09-25. Original authorship and licence are retained. Changes are limited to the recorded name, metadata and local references; see ATTRIBUTION.md in this package.
Write Spec
If you see unfamiliar placeholders or need to check which tools are connected, see .
Write a feature specification or product requirements document (PRD).
Usage
/write-spec $ARGUMENTS
Workflow
1. Understand the Feature
Ask the user what they want to spec. Accept any of:
A feature name ("SSO support")
A problem statement ("Enterprise customers keep asking for centralized auth")
A user request ("Users want to export their data as CSV")
A vague idea ("We should do something about onboarding drop-off")
2. Gather Context
Ask the user for the following. Be conversational — do not dump all questions at once. Ask the most important ones first and fill in gaps as you go:
User problem: What problem does this solve? Who experiences it?
Target users: Which user segment(s) does this serve?
Prior art: Has this been attempted before? Are there existing solutions?
3. Pull Context from Connected Tools
If ~~project tracker is connected:
Search for related tickets, epics, or features
Pull in any existing requirements or acceptance criteria
Identify dependencies on other work items
If ~~knowledge base is connected:
Search for related research documents, prior specs, or design docs
Pull in relevant user research findings
Find related meeting notes or decision records
If ~~design is connected:
Pull related mockups, wireframes, or design explorations
Search for design system components relevant to the feature
If these tools are not connected, work entirely from what the user provides. Do not ask the user to connect tools — just proceed with available information.
4. Generate the PRD
Produce a structured PRD with these sections. See PRD Structure below for detailed guidance on what each section should contain.
Problem Statement: The user problem, who is affected, and impact of not solving it (2-3 sentences)
Goals: 3-5 specific, measurable outcomes tied to user or business metrics
Non-Goals: 3-5 things explicitly out of scope, with brief rationale for each
User Stories: Standard format ("As a [user type], I want [capability] so that [benefit]"), grouped by persona
Requirements: Categorized as Must-Have (P0), Nice-to-Have (P1), and Future Considerations (P2), each with acceptance criteria
Success Metrics: Leading indicators (change quickly) and lagging indicators (change over time), with specific targets
Open Questions: Unresolved questions tagged with who needs to answer (engineering, design, legal, data)
Timeline Considerations: Hard deadlines, dependencies, and phasing
What is the cost of not solving it (user pain, business impact, competitive risk)
Ground this in evidence: user research, support data, metrics, or customer feedback
Goals
3-5 specific, measurable outcomes this feature should achieve
Each goal should answer: "How will we know this succeeded?"
Distinguish between user goals (what users get) and business goals (what the company gets)
Goals should be outcomes, not outputs ("reduce time to first value by 50%" not "build onboarding wizard")
Non-Goals
3-5 things this feature explicitly will NOT do
Adjacent capabilities that are out of scope for this version
For each non-goal, briefly explain why it is out of scope (not enough impact, too complex, separate initiative, premature)
Non-goals prevent scope creep during implementation and set expectations with stakeholders
User Stories
Write user stories in standard format: "As a [user type], I want [capability] so that [benefit]"
Guidelines:
The user type should be specific enough to be meaningful ("enterprise admin" not just "user")
The capability should describe what they want to accomplish, not how
The benefit should explain the "why" — what value does this deliver
Include edge cases: error states, empty states, boundary conditions
Include different user types if the feature serves multiple personas
Order by priority — most important stories first
Example:
"As a team admin, I want to configure SSO for my organization so that my team members can log in with their corporate credentials"
"As a team member, I want to be automatically redirected to my company's SSO login so that I do not need to remember a separate password"
"As a team admin, I want to see which members have logged in via SSO so that I can verify the rollout is working"
Requirements
Must-Have (P0): The feature cannot ship without these. These represent the minimum viable version of the feature. Ask: "If we cut this, does the feature still solve the core problem?" If no, it is P0.
Nice-to-Have (P1): Significantly improves the experience but the core use case works without them. These often become fast follow-ups after launch.
Future Considerations (P2): Explicitly out of scope for v1 but we want to design in a way that supports them later. Documenting these prevents accidental architectural decisions that make them hard later.
For each requirement:
Write a clear, unambiguous description of the expected behavior
Include acceptance criteria (see below)
Note any technical considerations or constraints
Flag dependencies on other teams or systems
Open Questions
Questions that need answers before or during implementation
Tag each with who should answer (engineering, design, legal, data, stakeholder)
Distinguish between blocking questions (must answer before starting) and non-blocking (can resolve during implementation)
Timeline Considerations
Hard deadlines (contractual commitments, events, compliance dates)
Dependencies on other teams' work or releases
Suggested phasing if the feature is too large for one release
User Story Writing
Good user stories are:
Independent: Can be developed and delivered on their own
Negotiable: Details can be discussed, the story is not a contract
Valuable: Delivers value to the user (not just the team)
Estimable: The team can roughly estimate the effort
Small: Can be completed in one sprint/iteration
Testable: There is a clear way to verify it works
Common Mistakes in User Stories
Too vague: "As a user, I want the product to be faster" — what specifically should be faster?
Solution-prescriptive: "As a user, I want a dropdown menu" — describe the need, not the UI widget
No benefit: "As a user, I want to click a button" — why? What does it accomplish?
Too large: "As a user, I want to manage my team" — break this into specific capabilities
Internal focus: "As the engineering team, we want to refactor the database" — this is a task, not a user story
Requirements Categorization
MoSCoW Framework
Must have: Without these, the feature is not viable. Non-negotiable.
Should have: Important but not critical for launch. High-priority fast follows.
Could have: Desirable if time permits. Will not delay delivery if cut.
Won't have (this time): Explicitly out of scope. May revisit in future versions.
Tips for Categorization
Be ruthless about P0s. The tighter the must-have list, the faster you ship and learn.
If everything is P0, nothing is P0. Challenge every must-have: "Would we really not ship without this?"
P1s should be things you are confident you will build soon, not a wish list.
P2s are architectural insurance — they guide design decisions even though you are not building them now.
Success Metrics Definition
Leading Indicators
Metrics that change quickly after launch (days to weeks):
Adoption rate: % of eligible users who try the feature
Activation rate: % of users who complete the core action
Task completion rate: % of users who successfully accomplish their goal
Time to complete: How long the core workflow takes
Error rate: How often users encounter errors or dead ends
Feature usage frequency: How often users return to use the feature
Lagging Indicators
Metrics that take time to develop (weeks to months):
Retention impact: Does this feature improve user retention?
Revenue impact: Does this drive upgrades, expansion, or new revenue?
NPS / satisfaction change: Does this improve how users feel about the product?
Support ticket reduction: Does this reduce support load?
Competitive win rate: Does this help win more deals?
Setting Targets
Targets should be specific: "50% adoption within 30 days" not "high adoption"
Base targets on comparable features, industry benchmarks, or explicit hypotheses
Set a "success" threshold and a "stretch" target
Define the measurement method: what tool, what query, what time window
Specify when you will evaluate: 1 week, 1 month, 1 quarter post-launch
Acceptance Criteria
Write acceptance criteria in Given/When/Then format or as a checklist:
Given/When/Then:
Given [precondition or context]
When [action the user takes]
Then [expected outcome]
Example:
Given the admin has configured SSO for their organization
When a team member visits the login page
Then they are automatically redirected to the organization's SSO provider
Checklist format:
Admin can enter SSO provider URL in organization settings
Team members see "Log in with SSO" button on login page
SSO login creates a new account if one does not exist
SSO login links to existing account if email matches
Failed SSO attempts show a clear error message
Tips for Acceptance Criteria
Cover the happy path, error cases, and edge cases
Be specific about the expected behavior, not the implementation
Include what should NOT happen (negative test cases)
Each criterion should be independently testable
Avoid ambiguous words: "fast", "user-friendly", "intuitive" — define what these mean concretely
Scope Management
Recognizing Scope Creep
Scope creep happens when:
Requirements keep getting added after the spec is approved
"Small" additions accumulate into a significantly larger project
The team is building features no user asked for ("while we're at it...")
The launch date keeps moving without explicit re-scoping
Stakeholders add requirements without removing anything
Preventing Scope Creep
Write explicit non-goals in every spec
Require that any scope addition comes with a scope removal or timeline extension
Separate "v1" from "v2" clearly in the spec
Review the spec against the original problem statement — does everything serve it?
Time-box investigations: "If we cannot figure out X in 2 days, we cut it"
Create a "parking lot" for good ideas that are not in scope
Output Format
Use markdown with clear headers. Keep the document scannable — busy stakeholders should be able to read just the headers and bold text to get the gist.
Tips
Be opinionated about scope. It is better to have a tight, well-defined spec than an expansive vague one.
If the user's idea is too big for one spec, suggest breaking it into phases and spec the first phase.
Success metrics should be specific and measurable, not vague ("improve user experience").
Non-goals are as important as goals. They prevent scope creep during implementation.
Open questions should be genuinely open — do not include questions you can answer from context.