Spec Writer
Business operations skill, available on Zeplik
Spec Writer is a ready-to-run business operations skill on Zeplik. Not for turning a raw product idea into a design through a staged clarifying interview (use idea-to-spec). Ask in plain language and Zeplik applies the skill's method for you inside the conversation, on whichever AI model you prefer. It returns a structured document you can keep and reuse: Document artifact -- structured written deliverable with headed sections and a TL;DR (see artifact-templates/document.md).
The Spec Writer skill loads automatically when your request matches it, or you can invoke it directly by typing /write-spec in any chat. It works with attachments, connectors, and any model that supports the task, so you get the same expert method every time without setting anything up.
What the Spec Writer skill can do
- Turn a feature request or problem statement into a full PRD
- Draft goals, non-goals, and measurable success metrics
- Write prioritized requirements with P0, P1, P2 tiers and acceptance criteria
- Structure user stories by persona including edge cases
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How the Spec Writer skill works
Write Spec
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?
- Success metrics: How will we know this worked?
- Constraints: Technical constraints, timeline, regulatory requirements, dependencies
- Prior art: Has this been attempted before? Are there existing solutions?
3. Pull Context from Connected Tools
If the user can share project tracker data (paste or upload):
- Search for related tickets, epics, or features
- Pull in any existing requirements or acceptance criteria
- Identify dependencies on other work items
If the user can share knowledge base data (paste or upload):
- Search for related research documents, prior specs, or design docs
- Pull in relevant user research findings
- Find related meeting notes or decision records
If the user can share design data (paste or upload):
- 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
5. Review and Iterate
After generating the PRD:
- Ask the user if any sections need adjustment
- Offer to expand on specific sections
- Offer to create follow-up artifacts (design brief, engineering ticket breakdown, stakeholder pitch)
PRD Structure
Problem Statement
- Describe the user problem in 2-3 sentences
- Who experiences this problem and how often
- 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.
Zeplik output presentation
Present the final deliverable as a single polished artifact: clear headings, tables where the content is tabular, fenced code where it is code. Lead with the deliverable itself; keep process commentary to a single short line. If the skill produced multiple files or sections, end with a compact list of them with one-line purposes.
How to use the Spec Writer skill
Sign in to Zeplik
Create a free Zeplik account or sign in. New accounts start with free credits, so you can try the Spec Writer skill right away.
Describe your business operations task
Ask in plain language, or type /write-spec to invoke the skill directly. Zeplik recognizes the Spec Writer skill and applies its method.
Review and refine the result
Zeplik returns a structured document you can edit, download, and reuse. Ask follow-ups to refine it.
Source and credit
- Author
- Anthropic
- License
- Apache-2.0
Adapted from the open-source anthropics/knowledge-work-plugins project and tuned to run natively on Zeplik. View source on GitHub.
Frequently asked questions
- What is the Spec Writer skill?
- Spec Writer is a ready-to-run business operations skill on Zeplik. Not for turning a raw product idea into a design through a staged clarifying interview (use idea-to-spec). Ask in plain language and Zeplik applies the skill's method for you inside the conversation, on whichever AI model you prefer. It returns a structured document you can keep and reuse: Document artifact -- structured written deliverable with headed sections and a TL;DR (see artifact-templates/document.md).
- How do I use Spec Writer on Zeplik?
- Sign in to Zeplik and ask in plain language, or type /write-spec in any chat to invoke it directly. The skill applies its method and returns a result you can refine in the same conversation.
- Which AI model does the Spec Writer skill use?
- Any model you choose. Zeplik works across every model in one chat, so the Spec Writer skill runs on your preferred model for the task.
- Where does the Spec Writer skill come from?
- The Spec Writer skill is adapted from the open-source anthropics/knowledge-work-plugins project (Apache-2.0) and tuned to run natively on Zeplik. The original source is linked on this page.
- How much does the Spec Writer skill cost?
- Using the skill is free to start. You only spend Zeplik credits when the assistant runs, and new accounts begin with free credits.
Related business operations skills
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- Capacity PlannerUse for resource capacity planning -- 'do we have the people for next quarter', workload analysis, utilization forecasting, hire-vs-deprioritize calls, stress-testing upcoming projects against the team you have. Not for scoping a single sprint (use sprint-planning).
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- Change Request WriterUse when a system or process change needs formal approval -- 'write a change request for the DB migration', impact analysis, risk and rollback plan, CAB-ready change record, stakeholder comms for the rollout.
- Compliance TrackerUse to track compliance programs and audit readiness -- 'where are we on SOC 2', ISO 27001 / GDPR requirement tracking, evidence collection status, control gaps and remediation owners. Not for checking whether one launch or campaign is compliant (use compliance-check).
- CTO AdvisorUse for technology leadership strategy: engineering org scaling, tech debt, architecture governance, DORA metrics. Not for designing a specific system's architecture (use architecture).
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