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Scale Product Operations with Confidence: Hard-Won Lessons to Drive Experimentation and Value
Read more: Scale Product Operations with Confidence: Hard-Won Lessons to Drive Experimentation and ValueScaling product operations doesn’t have to be chaotic. This piece lays out a practical operating system that aligns outcomes, teams, and tooling to deliver customer value consistently. You’ll learn how to institutionalize experimentation with A/B testing, define MDE, and protect experience with guardrails. I also share how CI/CD and DORA metrics sustain high deployment frequency…
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10 Customer Acquisition Metrics I Obsess Over to Predict Growth (and Kill Vanity KPIs)
Read more: 10 Customer Acquisition Metrics I Obsess Over to Predict Growth (and Kill Vanity KPIs)Top acquisition teams don’t chase vanity metrics—they align around a focused set of signals that predict growth. In this playbook, I share the ten customer acquisition metrics I obsess over and how I use them across product-led and sales-assisted motions. You’ll learn why activation rate, TTV, CAC by channel, payback period, LTV:CAC, win rate, and…
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8 Proven Strategies I Use to Upskill Teams Fast and Future-Proof Our Edge in the AI Era
Read more: 8 Proven Strategies I Use to Upskill Teams Fast and Future-Proof Our Edge in the AI EraUpskilling isn’t a one-off training day—it’s a repeatable operating system that ties learning directly to strategy and outcomes. I map capabilities to OKRs, design role-based paths, and pair coursework with real product work so teams learn by shipping value. Coaching, peer learning, and clear measurement ensure behavior change, not just course completion. We protect time,…
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User Activation Is My North Star: The Most Reliable Signal Your Product Will Truly Scale
Read more: User Activation Is My North Star: The Most Reliable Signal Your Product Will Truly ScaleVanity metrics can mislead your roadmap; user activation will not. I define activation as the first observable moment a user experiences core value and treat activation rate as the primary KPI. By instrumenting the journey with Amplitude and Pendo, I track time-to-value, remove friction, and run A/B tests with a clear MDE. I then hardwire…
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Unlock Product Value: Define, Measure, and Scale What Customers Truly Pay For—Sustainably
Read more: Unlock Product Value: Define, Measure, and Scale What Customers Truly Pay For—SustainablyLearn a practical, metrics-driven way to define product value, measure it across perception, behavior, and economics, and grow it sustainably. I share the frameworks and metrics I use—activation, time-to-value, retention, and Net Revenue Retention—to align teams on outcomes vs outputs. You’ll see how to compress onboarding friction, drive user activation with in-app guides, and structure…
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How Fast Is Fast Enough? Turn Deployment Frequency into a Durable Competitive Advantage
Read more: How Fast Is Fast Enough? Turn Deployment Frequency into a Durable Competitive AdvantageDeployment frequency is not a vanity metric—it’s a lever for value, risk, and competitive edge. I explain what “fast enough” looks like through the lens of DORA metrics, and how to calibrate cadence to your product’s architecture and risk profile. You’ll learn how to baseline your current state, the levers that actually increase safe speed…
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Global Product Manager Playbook: Build Borderless Products, Align Teams, Win Every Market
Read more: Global Product Manager Playbook: Build Borderless Products, Align Teams, Win Every MarketBuilding products without borders isn’t a launch plan—it’s a system. In this playbook, I share how a Global Product Manager aligns product strategy, localization, pricing, and compliance to deliver one cohesive experience across many markets. You’ll learn the skills and tools I rely on—analytics, experimentation, and enablement—to drive outcomes vs output OKRs. I outline the…
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From Walls to Bridges: How I Unite Siloed Teams and Eliminate the Illusion of Work
Read more: From Walls to Bridges: How I Unite Siloed Teams and Eliminate the Illusion of WorkSiloed teams look busy but struggle to create real impact. I outline the early warning signs of silos, the hidden costs to customers and morale, and a practical playbook to break the “illusion of work.” You’ll learn how empowered product teams and product trios align around outcomes vs output OKRs, how to make impact measurable…
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AI vs. Product Managers by 2035: What Will Change—and How to Future‑Proof Your Career
Read more: AI vs. Product Managers by 2035: What Will Change—and How to Future‑Proof Your CareerWill AI replace product managers by 2035? I explain why the role won’t vanish—but will be reshaped by gen AI, agentic AI, and a practical AI product toolbox. Learn what AI can already do (from PRD drafting to A/B testing at scale) and what remains uniquely human (strategy, outcomes vs output OKRs, and stakeholder management).…
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RAG for Product Managers: Transform Strategy, Speed Discovery, and Win with Confidence
Read more: RAG for Product Managers: Transform Strategy, Speed Discovery, and Win with ConfidenceRAG turns generic AI into a product manager’s competitive weapon by grounding LLMs in your own customer and product data. I use it to speed product discovery, sharpen positioning, and de-risk roadmaps with citeable, contextual insights. With strong data governance, privacy-by-design, and analytics instrumentation, it becomes measurable and trustworthy. Start narrowly where the signal is…
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From Chaos to Consistency: How I Built a Scalable AI Content Design Agent with RAG
Read more: From Chaos to Consistency: How I Built a Scalable AI Content Design Agent with RAGI built an AI content design agent that scales quality without sacrificing judgment by grounding it in a rigorous design system and a curated RAG knowledge base. Using Glean, Storybook, and the Glean Indexing API, the agent retrieves component-level guidance and enforces tone and style at scale. Clear task prompts and guardrails stop sycophancy, halt…
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What I Learned from Trainline’s Agentic AI: Building a Trusted Travel Assistant at Scale
Read more: What I Learned from Trainline’s Agentic AI: Building a Trusted Travel Assistant at ScaleAgentic AI only works at scale when orchestration, tools, and guardrails are designed together. Trainline’s approach demonstrates how to pair scalable reasoning with deep domain context, expand retrieval from hundreds to hundreds of thousands of curated pages, and evaluate quality using LLM-as-judge plus user context simulation. The result is an assistant that balances latency, UX,…
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