Incubity by Ambilio
AI & Generative AI

AI Product Manager Track

Learn to define, build, and ship AI-powered products that users love — bridging business goals, user needs, and AI/ML capabilities.

6–8 weeks
Product Managers
Case-study driven

Program Overview

Ship AI Products That Drive Real Value

AI products have unique challenges — from data dependencies and probabilistic outputs to evolving model capabilities and ethical considerations. This program equips product managers with the frameworks, vocabulary, and hands-on experience to define AI product strategy, set the right metrics, collaborate effectively with data science teams, and navigate the AI product lifecycle from ideation to iteration. Updated for 2025 with GenAI product management, prompt engineering for PMs, and AI-native product design.

AI-Native Product Thinking

Learn product frameworks designed specifically for AI — beyond traditional software product management.

Metrics That Matter

Define success metrics for AI products including model performance, user value, and business impact.

Cross-Functional Mastery

Build the vocabulary and confidence to lead data science, engineering, and design teams effectively.

Curriculum

Program Curriculum

Structured learning path designed for measurable outcomes

How ML models work (for PMs)
AI capabilities and limitations
PM's role in AI product teams
AI product vs traditional software product
GenAI product design patterns

Skills You'll Build

AI product strategyFeature definition for AIML metrics understandingStakeholder managementUser research for AIExperimentation designRoadmap planningEthical AI product design

Tools & Technologies

JiraFigmaMixpanelAmplitudeFeature flag platformsA/B testing toolsChatGPT for PM workflowsNotion AI

Who Should Attend

Designed for professionals ready to lead and execute real change

Product Managers

PMs transitioning into AI product management or looking to add AI capabilities to existing products.

Technical Product Managers

Technical PMs wanting deeper expertise in AI/ML product lifecycle and data team collaboration.

Product Leaders

Directors and VPs of Product defining AI product strategy for their organizations.

What You'll Walk Away With

Tangible deliverables and capabilities for your organization

AI Product PRD Template

A comprehensive product requirements document template designed for AI/ML product development.

Metrics Framework

Custom AI product metrics framework balancing model performance, user satisfaction, and business impact.

6-Month Product Roadmap

A detailed AI product roadmap with prioritized features, experiments, and success criteria.

Launch Playbook

Step-by-step playbook for launching AI features with proper monitoring and feedback mechanisms.

Become an AI-Native Product Leader

Ship AI products with confidence using frameworks designed for the unique challenges of AI/ML.