Gnosis Skill Product Management

The problem

Vague product requirements lead to features that nobody uses. Most AI tools write fictional PRDs based on hallucinations rather than actual customer evidence, support data, or clear success metrics.

What it does

• Drafts evidence-first PRFAQs that trace every claim to a specific data point or stakeholder quote.
• Conducts root-cause discovery to separate the user's requested solution from their actual problem.
• Deconstructs features into functional and emotional Jobs to be Done (JTBD).
• Scores roadmaps using value-vs-effort frameworks with explicit trade-off naming.
• Designs validation experiments with predefined adoption and retention metrics before writing code.

Why this beats prompting it yourself

Generic prompts produce marketing fluff and "best-in-class" buzzwords. This skill enforces a strict evidence-driven logic that rejects claims lacking a source. It prevents scope creep by demanding success criteria and naming what will be deprioritized.

Use cases

• Writing a PRFAQ for a new feature based on raw Zendesk ticket data and interview notes.
• Running discovery on a vague stakeholder request to find the root user pain.
• Prioritizing a backlog when you have too many competing high-priority asks.
• Designing a measurable experiment to validate a bet before committing engineering resources.

Known limitations

This skill focuses on product strategy and validation. It does not write technical requirements, user stories, or Gherkin acceptance criteria. see the rest of the Gnosis Technology Product suite to have full pipeline coverage