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Why Winning Product Teams Obsess Over the First 5 Minutes to Drive Retention and Growth
Read more: Why Winning Product Teams Obsess Over the First 5 Minutes to Drive Retention and GrowthThe first five minutes define whether a new user finds value fast enough to activate and return. By instrumenting the first-run experience with Amplitude analytics and treating it as a unified analytics platform, we can pinpoint friction and quantify impact. Disciplined A/B testing with a clear minimum detectable effect (MDE) turns guesses into decisions. Lightweight…
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Why Retention Wins: The Ultimate Product Strategy to Shape Your Roadmap and Ignite Growth
Read more: Why Retention Wins: The Ultimate Product Strategy to Shape Your Roadmap and Ignite GrowthRetention is the clearest signal that your product delivers durable value—and the most reliable compass for product strategy. I use retention analysis to guide product-led growth, shape roadmaps, and prioritize the features that truly move the needle. By instrumenting journeys in Amplitude analytics, running disciplined A/B testing, and aligning outcomes vs output OKRs to activation…
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How I’m Readying 11,000 Employees for AI: Role-Specific Training and Human-AI Collaboration
Read more: How I’m Readying 11,000 Employees for AI: Role-Specific Training and Human-AI CollaborationPreparing a large organization for AI requires more than tools—it demands a system. I use role-specific training to anchor learning in real workflows, a modular design to scale consistently, and human-AI collaboration patterns to ensure trust and accountability. Data governance, in-app guides, and product tours keep adoption safe and in the flow of work. We…
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Build a Fearless Culture of Experimentation: How I Turn Tests into Teamwide Habits
Read more: Build a Fearless Culture of Experimentation: How I Turn Tests into Teamwide HabitsExperimentation only drives results when it becomes a shared habit, not a checklist. I tie tests to outcomes vs output OKRs, set a clear minimum detectable effect (MDE), and use Amplitude analytics to learn fast without chasing noise. Empowered product teams run disciplined A/B testing that prioritizes decisions over dashboards and learning over vanity wins.…
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Build vs. Buy in Experimentation: Why Embracing Vendors Accelerates Real Innovation
Read more: Build vs. Buy in Experimentation: Why Embracing Vendors Accelerates Real InnovationExperimentation has evolved beyond simple split tests, and the build vs. buy calculus has changed with it. Today’s platforms demand rigorous statistics, robust data governance, and fast, reliable delivery—areas where vendors increasingly excel. Buying the core stack helps teams learn faster, reduce risk, and focus engineering on true differentiation, not table-stakes infrastructure. A hybrid approach…
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Stop Trusting Static A/B Test Calculators: Why You Need Dynamic MDE Curves Over Time
Read more: Stop Trusting Static A/B Test Calculators: Why You Need Dynamic MDE Curves Over TimeStatic A/B test calculators promise certainty but fail under real-world conditions like seasonality, traffic ramping, and peeking. I replace one-time sample size estimates with dynamic MDE curves that show what lift we can detect at each decision point. This approach improves power, reduces false positives, and accelerates decisions without sacrificing rigor. It also aligns stakeholders…
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Inside Japan’s AI Marketing Shift: How 500 Teams Boost Efficiency, Results, and Careers
Read more: Inside Japan’s AI Marketing Shift: How 500 Teams Boost Efficiency, Results, and CareersNew research from Japan underscores how AI, anchored in disciplined analytics, is accelerating marketing efficiency, measurable results, and career growth. I break down why a unified analytics platform and strong data governance are non-negotiable for reliable insights. You’ll see how gen ai and agentic AI streamline creative and operational loops while powering product-led growth. I…
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How Luminance Builds Legal-Grade™ AI at Scale: My Product Lens on Trust and GTM
Read more: How Luminance Builds Legal-Grade™ AI at Scale: My Product Lens on Trust and GTMI break down how Luminance operationalizes Legal-Grade™ AI for enterprise by combining domain-specialized, agentic AI with rigorous governance and human-in-the-loop controls. I highlight the product metrics that matter to legal teams—accuracy, explainability, latency, and auditability—alongside deployment choices that satisfy security and compliance. I also unpack the product processes that turn legal expertise into trusted workflows,…
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AI Raised the Bar on Experimentation: How I Drive Product Growth with Relentless Tests
Read more: AI Raised the Bar on Experimentation: How I Drive Product Growth with Relentless TestsAI has compressed build cycles and raised expectations for evidence, making disciplined experimentation the engine of modern product growth. I share how I structure hypotheses, outcomes, and decision rules to turn tests into repeatable learning. With a unified analytics approach and Amplitude analytics, I focus on activation and retention analysis to distinguish novelty from lasting…
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9 Proven Collaboration Practices to Unite Teams and Deliver Exceptional Digital Experiences
Read more: 9 Proven Collaboration Practices to Unite Teams and Deliver Exceptional Digital ExperiencesGreat digital experiences don’t happen by accident—they’re the output of disciplined, cross-functional collaboration. In this piece, I share nine practical practices that help product, marketing, and data teams align on outcomes, move faster, and measure what matters. You’ll learn how to create a shared source of truth, empower product trios, and co-create a living roadmap…
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Vibe Check Playbook: Harness GenAI for Marketing Without Killing Your Brand’s Vibe
Read more: Vibe Check Playbook: Harness GenAI for Marketing Without Killing Your Brand’s VibeVibe marketing is about delivering a consistent, human-feeling brand experience across every touchpoint, and GenAI can amplify that—if we apply the right strategy and guardrails. This first installment lays out the foundational playbook: a codified voice and tone guide, journey-mapped use cases, prompt patterns with constraints, and human-in-the-loop review. I explain how to select low-risk,…
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Inside the AI Tornado: How I Deliver Fast and Secure—Lessons from Vercel’s Aparna Sinha
Read more: Inside the AI Tornado: How I Deliver Fast and Secure—Lessons from Vercel’s Aparna SinhaBuilding in the AI tornado demands speed without sacrificing trust. I share how I combine rigorous product discovery, secure-by-default guardrails, and fast gen ai prototyping to reduce uncertainty while accelerating delivery. You’ll learn how empowered product teams, outcome-focused planning, and developer evangelism drive product-led growth. I outline practical steps for data governance, instrumentation, and decision…
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