pol-probe-advisor

Choosing the right validation method involves matching your hypothesis type, timeline, and resources to the appropriate PoL probe flavor. The skill evaluates your context to recommend a specific probe type, such as a Feasibility Check or Task-Focused Test, ensuring cost-effective validation.

A PoL probe is a targeted validation method to learn the truth about a product hypothesis without overbuilding. You need different probe flavors depending on your goal, such as using Synthetic Data Simulation for edge-case modeling or a Vibe-Coded PoL Probe for live-user interaction.

To run a PoL validation probe, follow a structured workflow: gather context, identify your core question, select the recommended probe type, and apply and iterate. The skill provides artifact templates, best practices, and a guided execution path for this process.

Common anti-patterns to avoid when testing product hypotheses include prototype theater, testing multiple hypotheses at once, and defaulting to code. The skill provides practical remedies for these issues to ensure your PoL validation remains focused and accurate.

Yes, you can use a PoL probe for testing technical feasibility and stakeholder alignment. The skill covers these specific scenarios by recommending tailored probe flavors, such as a Feasibility Check for technical viability or a Narrative Prototype for stakeholder alignment.