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AI in Practice
AI Strategy & Product
AI Platforms vs AI Products
Organizations confuse platform readiness with product value creation.
February 1, 202630 min read
Read →Articles & Insights
Exploring product management, AI strategy, data-driven decision making, and building high-performing teams. Practical insights from real-world experience.
30 Articles•2 Series: Foundation Canon & Product × AI
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Showing 30 of 30 articles
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AI in Practice
AI Strategy & Product
When AI Should Not Be Used
The decision not to use AI constitutes a first-class product judgment.
February 1, 202630 min read
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AI in Practice
AI Operations & Product
Managing Model Drift Is a Product Problem
Model drift is fundamentally a product ownership problem.
February 1, 202630 min read
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AI in Practice
Product & Delivery
Outcome-Driven Delivery Is a Measurement Problem
You cannot deliver what you cannot measure.
February 1, 202630 min read
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AI in Practice
Delivery & Operations
Delivery Velocity Is a Systems Property
Velocity is a property of the system, not individual teams.
February 1, 202630 min read
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AI in Practice
Organizational Change
Why Big Transformations Fail
Organizational change obeys conservation laws.
February 1, 202630 min read
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AI in Practice
AI Operations & Governance
The AI Implementation Debt That Nobody Measures
Implementation debt compounds until sudden failures occur.
February 1, 202630 min read
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AI in Practice
AI Ethics & Governance
Why AI Ethics Without Operations Is Theater
Ethics principles that cannot be measured cannot be enforced.
February 1, 202630 min read
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AI in Practice
Organizational Performance
The Compound Interest of Organizational Learning
Learning velocity determines long-term competitive position.
February 1, 202630 min read
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AI in Practice
AI Strategy
Why Most AI Strategies Are Technology Strategies in Disguise
The confusion between strategy and technology plans dooms AI investments.
February 1, 202630 min read
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AI in Practice
AI Delivery & Operations
Why AI Projects Need Product Thinking
AI systems are products to be evolved, not artifacts to be built.
February 1, 202630 min read
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AI in Practice
AI Operations & Architecture
The Hidden Tax of AI Complexity
Complexity should be treated as a liability, not an asset.
February 1, 202630 min read
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AI in Practice
AI Strategy & Operations
Why AI Requires Product Operating Models, Not Teams
AI success depends on product operating models—explicit systems defining how decisions are made, learned from, governed, and evolved—not on team structures. Teams optimize locally; operating models optimize systemically.
2026-01-2226 min read
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AI in Practice
AI Strategy & Operations
Why AI Decision Latency Predicts Organizational Failure
Organizations optimize AI inference latency (milliseconds) while outcomes depend on decision latency (hours to months). Decision latency—the time between AI output and organizational action—predicts institutional failure better than any performance dashboard.
2026-01-2028 min read
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AI in Practice
Data Management & AI Operations
The Data Quality Illusion: Why Clean Data Is Never Clean Enough
The systematic overconfidence in data quality that undermines AI initiatives before they begin—and why fitness-for-purpose must replace the pursuit of abstract cleanliness
2026-01-1634 minutes
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Product × AI
AI Strategy
When Not to Use AI
The Strategic Discipline of Knowing When AI Is the Wrong Solution
2025-03-2417 min read
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Product × AI
AI Strategy
AI as a Capability, Not a Feature
Why Organizations Must Stop Treating AI as Product Functionality
2025-03-2316 min read
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Product × AI
AI Strategy
Why Most AI Roadmaps Are Fiction
The Planning Fallacy in Enterprise AI Strategy
2025-03-2218 min read
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Product × AI
AI Strategy
AI Value Realization vs AI Adoption
Why Usage Metrics Mask the Enterprise AI Value Gap
2025-03-2120 min read
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Product × AI
AI Strategy
From AI Pilots to AI Products
Why Most AI Initiatives Never Scale—and What the 5% Who Succeed Do Differently
2025-03-2024 min read
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Product × AI
AI Strategy
AI Strategy Is Product Strategy
Why Value Creation, Not Model Sophistication, Determines AI Success
2025-03-1922 min read
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Foundation Canon
Modern Delivery Theory
The Product Leader as System Architect
Beyond Product Vision to Organizational Design
2025-03-0319 min read
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Foundation Canon
Modern Delivery Theory
Designing Product Organizations as Adaptive Systems
Moving Beyond Structure to Dynamic Capability
2025-02-2421 min read
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Foundation Canon
Modern Delivery Theory
Why Digital Transformation Fails
Decoding the 70% Failure Rate
2025-02-1722 min read
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Foundation Canon
Modern Delivery Theory
Why Most OKRs Fail
The Implementation Gap Between Framework and Outcomes
2025-02-1020 min read
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Foundation Canon
Product Governance
Product Governance Without Killing Speed
Enabling Autonomy Through Clarity, Not Control
2025-02-0219 min read
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Foundation Canon
Product Strategy
Product Strategy as Portfolio of Bets
Managing Uncertainty Through Deliberate Risk Distribution
2025-01-2621 min read
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Foundation Canon
AI Strategy
AI Agents and the Management Layer
How Agentic AI Is Reshaping Organizational Design
2025-01-1924 min read
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Foundation Canon
Product Management
Outcome-Driven Delivery
Why Velocity Without Direction Fails
2025-01-1220 min read
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Foundation Canon
Product Management
Product, Program, Project, and Engineering Management
Understanding the Four Disciplines That Shape Modern Delivery
2025-01-0522 min read
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