product discovery
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AI Product Validation: From Promising Demo to Proven Value
A practical evidence ladder for validating AI demand, model quality, user value, safety, and unit economics before expanding production exposure.
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The AI PM One-Pager: Radical prototyping requirements for speed, clarity, and truth
A single one-pager can transform how AI product teams move from idea to insight. By prompting tools directly and defining eval-driven criteria up front, I cut…
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Product Work Is Relationship Work: How I Align Stakeholders Faster and Cut Team Politics
AI can speed up delivery, but it can’t replace the human work of product management: aligning stakeholders, navigating competing incentives, and creating shared understanding. In this…
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Commercial vs. Internal Products: Hard Truths, High Leverage, and How I Make the Call
Internal products quietly drive customer experience, margin, and speed—yet they’re often underfunded. Commercial products expand scope with positioning, pricing, and GTM complexity, making them harder to…
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Beat AI FOMO: A Product Leader’s Playbook to Choose Tools, Stay Focused, and Learn Deeply
New AI tools launch daily, and the pressure to try them all can derail real progress. In this reflection on a timely conversation with Petra Wille…
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Stop Misleading A/B Tests: Master Sample Size Assumptions for Reliable Results
Sample size calculators are only as reliable as the assumptions behind them. I show how I validate baseline rates, set a meaningful minimum detectable effect (MDE),…
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Inside Banani: How a Canvas-First AI Designer Elevates UX and Accelerates Product Teams
Banani’s canvas-first AI designer reframes how teams access high-quality UX by generating design—not just code. I break down how the team handles parallel edits, per-screen context…
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Unlock Confident Decisions with Bayesian Statistics: Smarter A/B Tests from Small Samples
When experiments stall due to low traffic, I turn to Bayesian statistics to convert sparse data into decision-ready insights. Instead of opaque p-values, I communicate intuitive…
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Product Management Isn’t Dead: Why ‘Product Builders’ Will Win in the AI Era—and How to Upskill Now
“Is product management dead?” Not even close. The role is evolving as AI raises the baseline, compresses cycle time, and nudges the classic product trio toward…
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Inside My Product Marketing Playbook: Amplitude Analytics Tactics That Drive PLG Wins
This collection distills my most practical product marketing lessons into actionable steps you can apply right away. I show how to use Amplitude Analytics and behavioral…
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Outcomes vs Outputs: How I Stopped the Feature Factory and Drove Real Product Impact
Most teams say they value outcomes over outputs, yet daily habits still reward shipping. In this article, I share clear definitions, hard-won examples, and diagnostic tests…
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Kill Your Darlings: Why I Sunset ‘Successful’ Products to Fuel Real Portfolio Growth
Letting go of “profitable but flatlining” products is one of the hardest calls we make as product leaders, yet it’s often the move that unlocks real…
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Real-Time Answers in Slack and Teams: How Amplitude’s Global Agent Elevates Product Decisions
Bringing Amplitude Global Agent into Slack and Microsoft Teams lets my teams ask questions in-channel and get source-backed analytics, charts, and recommended actions like A/B tests—no…
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Stop Selling Your Roadmap: Win Stakeholder Trust by Showing Your Work, Not Conclusions
Racing to ship AI features is easy; shipping the right ones isn’t. In this playbook, I share how I win stakeholder trust by showing my work—walking…
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Lost in the Woods: 5 Survival Patterns Every Product Leader Must Master Now
Feeling “lost in the woods” with your product strategy is more common than most leaders admit. I break down five survival patterns—freeze, chase shortcuts, follow the…
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March CDH Book Club: Master Experience Mapping to Align Teams and Accelerate Discovery
Join me for March’s CDH Book Club as we dive into Chapter 4: Visualizing What You Already Know. We’ll practice experience mapping to unlock team alignment,…
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Human-in-the-Loop Mastery: Proven Oversight Tactics That Elevate AI Quality and Trust
Human-in-the-loop oversight is the most reliable lever I use to improve AI quality and build trust. By combining retrieval-first pipelines, prompt engineering, and eval-driven development with…
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An End-to-End AI Product Workflow From Discovery to Deployment
A practical workflow for turning customer evidence into a bounded AI use case, measurable evaluations, a guarded rollout, and a reliable production loop.
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Why “Figma Is Not the Source of Truth”: My Playbook for Design Leadership That Scales
I share a practical playbook for design leadership built around a simple truth: Figma is not the source of truth—customers are. You’ll learn how to align…
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From Chaos to Clarity with Claude Code: My Hands-On Playbook for Product Leaders
I take you inside my hands-on system for turning Claude Code from a clever demo into a dependable teammate. You’ll see how I set up /init…
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