proto-persona

The proto-persona skill provides a structured framework for product managers to synthesize initial assumptions about their target users. It is designed for the early stages of product development, pivots, or new feature exploration where formal, time-consuming user research is not yet complete. By converting scattered market data, stakeholder intuition, and limited existing research into a consolidated user profile, this skill helps teams avoid the 'design for everyone' trap and creates a shared, albeit evolving, reference point for decision-making.

• Synthesize data from user interviews, surveys, support tickets, and analytics into a cohesive narrative.

• Define clear behavioral demographics beyond simple stats, capturing motivations, pain points, and specific contexts.

• Establish memorable, alliterative personas that serve as a shorthand for team discussions and design alignment.

• Frame testable hypotheses about user needs to guide future research efforts and identify critical knowledge gaps.

• Distinguish clearly between proto-personas (assumption-based) and validated personas (data-backed) to maintain research rigor.

• Use this skill when kicking off a product strategy, aligning cross-functional stakeholders, or preparing for generative user research.

• Ensure you input specific context from related problem statements or jobs-to-be-done frameworks for better outcomes.

• Avoid using this as a substitute for actual validation; treat the output as a working hypothesis that must be invalidated or confirmed through real user interactions.

• Focus on actionable insights—what specific behaviors or pains can the product address? Avoid over-indexing on non-influential demographic traits.

• Iterate rapidly: as you gather more quantitative data or qualitative feedback, update the persona profile to reflect current high-confidence knowledge.