r/AIProductManagers

▲ 1 r/AIProductManagers+1 crossposts

Looking for an AI infrastructure PM to pressure-test my approach to a AI Platform PM case study

I'm a senior PM (6+ years, with an earlier developer background) and I have a case study interview next week for an AI Platform PM role on a shared AI infrastructure team (model serving, inference, GPU capacity). The case is about prioritizing under a tight engineering capacity constraint, and outlining my reasoning and trade-offs.

I've written up my answer (about 3 pages). Has anyone here worked as a Platform PM on AI inference or GPU platforms? A DevOps or MLOps background would be even better.

I'm not looking for a rewrite. I'd like someone with hands-on experience to read it and tell me where my reasoning has gaps, or where an infrastructure engineer would push back.

It should take 20 to 30 minutes. If you're open to it, comment or DM me and I'll send the case and my write-up.

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u/anotherproductguy — 4 days ago

Looking for best AI PM playlist that guides in an end-to-end understanding.

Hi Folks, can someone please suggest a Youtube channel that can guide me on what are the topics and tools to cover under AI PM as a role? I dont mind if you could recommend me a book or an article. But my goal is to have an very end-to-end understanding and I personally find videos to be more captivating than reading. Thanks.

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u/XynidePunk — 11 days ago

Are there PMs who regularly read research papers?

I’m thinking of starting a habit of reading 1 research paper a week on Product Management.

In engineering, there seems to be a very established culture around reading papers, following research, discussing findings, etc. But in Product Management, I rarely come across PMs talking about research papers as part of their regular learning.

I’m not looking for the usual PM books, LinkedIn posts, frameworks, or case studies.

I’m interested in research that helps us step away from the day-to-day execution and think more deeply about things like:

- Product strategy & decision-making

- Customer behaviour

- Product discovery

- Innovation & new product development

- Prioritisation

- Product-market fit

- Team/product organisation

- Product experimentation

- AI & product management

I recently discovered that there is actually a large body of research under New Product Development, Product Innovation, and Innovation Management. For example, there are decades of academic research on product development and innovation.

So I’m curious:

  1. Do you already follow/read research papers as a PM?

  2. Where do you find good papers?

  3. Are there specific journals, researchers, newsletters, communities, or websites you recommend?

  4. Would anyone be interested in doing something like “1 paper/week” and discussing the practical implications for PMs?

I’m particularly interested in research that can make us better product thinkers, not just better at executing the PM process.

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u/Time_Arrival9797 — 12 days ago