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AI for Product Managers

For product managers building AI-powered products

2 daysInstructor-led Workshop
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Program Overview

What This Program Covers

Product managers working on AI products face a unique set of challenges — from defining success metrics for probabilistic outputs to managing user expectations around AI behavior to making build/buy/fine-tune decisions. This program gives PMs the AI-specific product knowledge they need to lead AI product development effectively.

What You'll Learn

  1. 1Define meaningful success metrics for AI-powered features
  2. 2Make informed build/buy/fine-tune decisions for AI capabilities
  3. 3Write user stories and acceptance criteria for AI features
  4. 4Manage user expectations around AI behavior and limitations
  5. 5Apply AI ethics and fairness considerations to product decisions
  6. 6Evaluate AI model capabilities and limitations for product planning
  7. 7Lead cross-functional AI product development teams effectively

Outline

Program Snapshot

Module 1 — AI Product Fundamentals

  • How AI capabilities map to product features
  • Defining success for probabilistic outputs
  • AI product metrics that matter
  • Hands-on: define metrics for an AI feature

Module 2 — AI Product Strategy

  • Build vs buy vs fine-tune decisions
  • AI roadmap planning under uncertainty
  • Competitive differentiation with AI
  • Hands-on: build an AI product strategy

Module 3 — Working with AI Teams

  • Writing requirements for AI features
  • Managing the AI development process
  • Communicating AI limitations to stakeholders
  • Hands-on: write AI feature requirements

Module 4 — Ethics and Trust

  • AI fairness considerations for PMs
  • User trust and transparency design
  • Regulatory awareness for AI products
  • Building responsible AI products

Who This Is For

  • Product managers working on AI features
  • Senior PMs transitioning to AI products
  • Associate PMs on AI product teams
  • Entrepreneurs building AI-powered products

Prerequisites

  • Product management experience required
  • No technical AI background needed
  • Basic familiarity with AI tools helpful

Bring This Program to Your Team

Every bILTup program is fully customized to your team's tech stack, goals, and timeline. Tell us about your team and we'll design something built specifically for you.

Request This Program