

Cracking the AI PM Interview
Breaking into AI Product Management requires more than strong product sense—it means showing you can evaluate use cases, understand technical tradeoffs, and drive measurable business impact. This masterclass is designed to help you prepare for the most common and challenging interview questions AI PMs face.
We’ll cover:
How to approach prototyping questions as a PM (without being an engineer).
Frameworks for ROI evaluation in AI products.
Use case evaluation: spotting opportunities where AI creates value vs. where it doesn’t.
How technical should an AI PM be? Clarifying the tech depth vs. product breadth balance.
Stakeholder management nuances: aligning data scientists, engineers, and business leaders.
Metrics, risks, and ethical considerations that often come up in interviews.
Storytelling and case frameworks to stand out in product, strategy, and technical rounds.
This session will be led by:
Malthi SS – Founder, SparkProd; Product Coach & Consultant
Aniket Chhabra – Senior Product Director, Monnai; AI/ML Instructor
Swati Awasthi – Founder, WIP India; Product Lead & Startup Advisor
We’ll also introduce our Next Gen AI PM Cohort, a hands-on learning experience designed to accelerate your journey into AI product management. If you’re serious about becoming an AI PM, this program will take your preparation and career to the next level.