AI-Native PM Toolkit: The Discovery Question Bank

Stop Building AI Demos. Start Building AI Products.

Most AI features die in production. Why? Because they were built to look good in a Monday/Friday demo, not to solve a high-frequency human problem.

If you are a Product Manager or Founder building in the AI space, you’ve likely felt the pressure to "just add AI." But without a rigorous discovery process, you risk building a thin wrapper around a product that disappears the moment the hype fades or the model glitches.

The AI-Native PM Toolkit is a clinical, 20-question "stress test" designed to help you find real Product-Market Fit in an era of probabilistic software.

What’s Inside?

This isn't a generic list of PM questions. This is a framework organized into the 4 Pillars of AI Discovery:

• Pillar I: Foundational Viability - Strip away the model to see if you actually have a business or just a rented API.
• Pillar II: Trust, Risk & Failure - Design for the "confidently wrong" moments before they turn into churn.
• Pillar III: Value, Impact & Metrics - Identify the "Hard Metrics" that prove your AI is moving the needle, not just burning tokens.
• Pillar IV: Interaction & Friction - Optimize the bridge between AI insight and human action.

The "Red Flag" System

Every question in this toolkit comes with a "Red Flag" indicator.

• If your team can’t answer the question, you have a blind spot.
• If the answer matches the red flag, you are building a product that will likely fail in its first 90 days.

Who is this for?

• AI Product Managers who want to lead higher-quality discovery sessions.
• Founders who need to validate their AI roadmap before hiring more engineers.
• Designers who need to build "Failure UX" that keeps users from quitting.

The ROI

An average engineering sprint costs thousands of dollars. One "hallucination" in a high-stakes workflow can cost you a customer for life.

At $49, this toolkit costs less than one hour of a senior PM's time, but it will save your team hundreds of hours of building features that nobody actually needs.

"The question isn't whether the AI can do it. The question is whether the user wants it to. This toolkit helps you find the answer."

What You Get:

• Interactive Notion Strategy Workspace: A professional, ready-to-use dashboard to run your discovery process and document team evidence.
• Master Framework (PDF): A high-fidelity, permanent reference guide for your digital library.
• Professional Example Case Study: A pre-filled "Demo Row" (00. Example) that sets the standard for high-stakes research.
• Categorized Red Flags: Expert indicators inside every question to tell you exactly when your strategy is in the "danger zone."

Build something that sticks. Get the Toolkit today.