pm-frameworks

Prioritize roadmap features using Now-Next-Later and LNO prioritization frameworks to scope work, sequence efforts, and limit uncertainty. These structured planning methods help teams move from opinion-based decisions to evidence-based prioritization of highest-leverage work.

Assess product discovery risks by applying the Four Risks framework to identify value, usability, feasibility, and business viability risks. This structured approach helps design rapid tests and validates assumptions before committing to development.

Design growth loops by mapping acquisition and expansion plans while evaluating the four fits framework. This structured strategy approach helps teams move from opinion to evidence when modeling product-led growth mechanics.

Choose between fine-tuning and RAG by evaluating AI-era tradeoffs through structured framework guidance that models AI unit economics. This reduces uncertainty and bias when selecting AI product strategies and defining success criteria.

Run PMF surveys and define success criteria using structured measurement frameworks that turn feature ideas into test plans. This approach includes risk assessment, prototype validation, and tracking measurable success metrics.

Use product management frameworks to design rapid experiments by turning feature ideas into prioritized test plans. Apply risk assessment to recommend the smallest experiment to validate assumptions within one week and track success metrics.