Product Bakar

#31 Building with LLMs: What Works and What Doesn’t for PMs


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LLMs are everywhere — ChatGPT, Claude, Gemini — and every PM is being asked, “Can we build something with them?”

In this episode of Product Bakar, we cut through the hype and talk about what really works (and what doesn’t) when building products powered by Large Language Models.

You’ll learn:

  • The real strengths of LLMs — from text generation to summarization.
  • Common failure zones — hallucinations, logical reasoning, and high-stakes autonomy.
  • The Product Manager’s true role when building with AI — guardrails, UX, and metrics that actually matter.

If you’re a Product Manager, founder, or builder navigating the AI wave — this episode helps you understand where to double down and where to draw the line.

🎧 Listen to Product Bakar: Building with LLMs — What Works and What Doesn’t for PMs.

Keywords: Product Management, AI Products, LLMs, ChatGPT, Building with AI, PM Podcast, Product Bakar, AI Strategy, Product Design, Responsible AI

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Product BakarBy Rishikesh Kankal