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Data & AI Product Management: From 0 To ROI
Introduction
Course Support (3:36)
Course Topics & A Lesson On Pricing Strategy (7:52)
Content Overview (12:41)
How You'll Learn (5:20)
My Background (4:48)
Breaking Bad Habits (3:47)
Why Is Now The Right Time For AI Strategy & Products? (7:10)
What Is An AI Product Manager? (4:39)
Why Businesses Need AI Product Managers And New Approaches? (17:51)
Slides
Data & AI Strategy Foundations
Introduction To The Business, Operating, & Technology Models (6:23)
Exploring The Technology Model (10:00)
Continuous Transformation & Its Impact On Products (8:03)
Steps That Launch & Derail AI Strategy (7:22)
The Capabilities Maturity Framework & Progression (11:46)
The Transition From Opacity To Transparency (10:09)
The Product Maturity Model & Strategic Decisions (11:26)
The Data Maturity Model (10:47)
Opportunity Discovery Without The Frameworks (10:42)
Slides
Opportunity Discovery
The Big McDonalds Reveal (10:34)
Ford & Being Distracted By Screens (5:58)
Why Change & Adopt New Frameworks? (11:41)
Why Did I Choose McDonalds & Ford? (7:02)
Becoming Strategic Partners With CxOs (8:31)
Top Down Opportunity Discovery Part 1 (15:10)
Top Down Opportunity Discovery Part 2 (6:54)
Bottom Up Opportunity Discovery Part 1 (11:15)
Bottom Up Opportunity Discovery Part 2 (7:08)
Breaking Initiatives Down (21:57)
McDonalds Top Down Opportunity Discovery Exercise (7:41)
McDonalds Top Down Opportunity Discovery Exercise Answer (14:41)
Ford Top Down Opportunity Discovery Exercise Answer (10:55)
Slides
The Maturity Models
Introduction To Product Maturity (6:29)
The Product Lifecycle Maturity (13:40)
Human Machine Maturity Model (12:41)
The Data Generation Maturity Model (12:09)
Opportunity Estimation (10:18)
Opportunity Estimation Exercise Copilot (9:32)
Slides
Introduction To The 4 Main Platforms & AI Product Strategy
Building A Single Vision For AI Products (13:58)
The 4 Main Platforms (14:06)
Slides
The Product Platform & Defining AI Products
Introduction To The Product Platform Exercise Estimating ROI For The iPhone Camera (5:45)
iPhone Exercise Answer Walk Through (9:32)
Introduction To The Product Platform Mentorship Marketplace Exercise (3:37)
The Mentorship Marketplace Exercise Answer (4:14)
AI Product Examples TikTok (5:21)
AI Product Examples Recruiter ATS (6:03)
AI Product Examples Netflix Recommender (5:27)
AI Product Examples Amazon Prime Pricing (5:27)
AI Product Examples Citi Credit Card Fraud Detection (4:59)
Product Platform Monetization Review (3:30)
Slides
AI Product Pricing Strategy
Introduction To Pricing Strategy Basics (13:49)
Introduction To AI Pricing Strategy (11:38)
Do Subscriptions Still Make Sense? (10:45)
GPT-4 vs GPT-3.5 Pricing Exercise (2:16)
GPT-4 vs GPT-3.5 Pricing Answer And Copilot Pricing Exercise (4:59)
Copilot Pricing Exercise Answer (5:41)
Data Product Pricing Strategy (12:25)
Amazon Textract Pricing Exercise (5:27)
Amazon Textract Pricing Exercise Answer (7:15)
The 3 Body Problem (9:56)
The Dangers Of Discounting (8:12)
Slides
How Platforms Are Built & Developing The Roadmap
Use Case Assessment Points (9:13)
AI Product Platform HRTech Exercise Learn From My Mistakes (10:54)
Problem, Data, & Solution Space Definition (11:42)
How Platforms Were Built (12:23)
How Platforms Were Built Exercise Answer (7:09)
Blurring The Lines Between Products And Operations (6:15)
Breaking Initiatives Down And Meeting The Business Where It Is (10:39)
Introduction To T Shaped Platforms (5:59)
From Opportunities To Roadmaps (9:53)
Slides
The Operations & Decision Platforms
Introduction (5:55)
How Are Operating Platforms They Monetized? (8:40)
Operating Platform As A Product (8:14)
What Happens When Workflows Are Disconnected? (7:11)
Creating Alignment With Customers (7:46)
Introduction To The Decision Platform (7:23)
Understanding Platform Layers (8:48)
Why Data Gathering Is Harder For Decision Platform Features (7:15)
Decision Chains And ROI (9:45)
Slides
BONUS: Generative AI Product & Platform Strategy
Introduction To The Fourth Platform (10:45)
Why Generative Interfaces And Products Have Rapid Adoption Cycles (7:30)
Disrupting Education Workflows And Adaptations (10:26)
Disrupting Streaming Exercise (9:47)
Disrupting Streaming Exercise Answer (13:37)
SAP Joule Generative Interface Case Study (9:56)
Saving ChatGPT Exercise (6:54)
Saving ChatGPT Exercise Answer (8:13)
Slides
Managing An AI Product
Introduction And Understanding Tractable (9:07)
Saving Tractable Exercise (7:22)
Saving Tractable Answer (10:43)
Introduction To Competitive Analysis (26:10)
Who Are Your Stakeholders (2:08)
High Level Pushback Strategies (10:46)
Business Culture Causes Resistance (12:49)
The Business Culture Must Adapt For Us To Get Buy In (10:08)
A Game Of Alignment (7:50)
Managing Stakeholder Expectations (7:58)
The Board Would Like A Word (10:18)
Slides
Managing The Technical Side Of AI Products & Research
Introduction And Do You Need A Technical Background (4:32)
Revisiting The Problem, Data, And Solution Space Breakdown (9:21)
Nike SNKRS App Introduction (11:12)
Causal KPIs And Setting Up For The Experiment (5:55)
Setting The Conditions For An Experiment And Research Phase (5:52)
Nike SNKRS App Experiment 1 (10:37)
Managing The Research Lifecycle (6:44)
Nike SNKRS App Experiment 2 (10:52)
Slides
AI Product Go To Market Strategy (Coming Soon)
Introduction (4:32)
The Path To Break Even (6:57)
The Path To Profitability (8:26)
Scaling The SAM (8:08)
Scaling The TAM (8:08)
Extending The Platform (9:23)
Adding New Products (3:07)
Slides
The Capabilities Maturity Framework & Progression
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