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How to Build AI-Ready Product Analytics and Experiments
A practical system for linking AI quality, user behavior, risk, cost, and controlled experiments to customer outcomes before you scale.
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How to Run AI-Accelerated Product Discovery and Delivery
A practical model for using agents, analytics, prototypes, experiments, and guardrails to shorten product learning without weakening judgment.
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The Customer Feedback Playbook: AI-Powered Tactics I Use to Make Better Product Decisions
Customer feedback is my most reliable compass for strategy and execution. In this playbook, I show how to combine analytics, structured interviews, and AI to turn…
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Real-Time Analytics for Financial-Services Contact Centers
A practical operating model for turning live contact-center signals into routing, agent guidance, experiments, and compliant decisions.
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AI-Powered Growth Loops: Transform Your PLG Product into a Self-Optimizing Engine
AI is reshaping product-led growth from static funnels into adaptive, compounding growth loops. I outline a practical blueprint: unify behavioral data, personalize in-app guidance with gen…
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How I Harness AI to Supercharge Product Discovery for Faster Research, Prototyping, and Validation
AI has become my unfair advantage in product discovery, compressing weeks of research, prototyping, and validation into days. I synthesize interviews with LLMs, layer in Amplitude…
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Turn Every Support Ticket into Product Truth: My Playbook for Data-Driven CX Wins
Support tickets are the fastest path to product truth when you turn frontline conversations into structured, reliable data. I connect support tools to a unified analytics…
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PMs and Developers Need Different AI Metrics—Here’s How That Builds Faster, Better Products
PMs and developers measure different layers of AI systems—and that’s a feature, not a bug. Developers focus on eval-driven development, latency, and reliability, while PMs focus…
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4 Proven Ways to Keep Employees Informed and Engaged—from Onboarding to Lasting Adoption
Employee engagement improves when we treat internal tools like products with activation moments, in-app guides, and continuous discovery. I personalize onboarding with product tours, measure time-to-first-value,…
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Unlock Travel & Hospitality Growth: Product Benchmarks and Metrics Top Teams Rely On
Benchmarks transform intuition into a clear product strategy for travel and hospitality. In this narrative, I share the key product metrics I rely on—activation, search-to-book conversion,…
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Structured Prompting for an AI Resume Coach You Can Trust
Build a grounded AI resume coach with a three-layer prompt, evidence-linked feedback, safe rewrites, retrieval, and product-grade evaluation.
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My Proven Experimentation Playbook for AI PMs: Faster Learning, Safer Launches, Bigger Wins
Experimentation is not guesswork—it’s a disciplined system. In this playbook, I show how to pair A/B testing with eval-driven development to ship safer AI features and…
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Quantitative Metrics vs. Qualitative Insight: How I Balance Data and Discovery to Grow Products
Numbers show what is changing; human insight explains why. I share a practical cadence for combining quantitative metrics with qualitative discovery to make sharper product decisions.…
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The New AI Playbook for Product Portfolio Optimization: Slash Complexity, Boost ROI
Product portfolio optimization isn’t a once-a-year exercise—it’s a living system. I use AI to turn noisy signals into clear decisions, aligning initiatives to outcomes vs output…
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Game-Changing Product Benchmarks Every Media & Entertainment Leader Must Know
Benchmarks give product teams in media and entertainment an objective way to align strategy, prioritize roadmaps, and accelerate outcomes. This guide highlights the product metrics I…
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How to Build an Amplitude-Led Product and Content Loop
A practical operating model for turning Amplitude funnels, cohorts, and experiments into content decisions that improve activation and durable usage.
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How to Connect Voice of Customer to Behavioral Analytics
A practical method for linking customer feedback to cohorts, funnels, activation, retention, and experiments that support defensible roadmap decisions.
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Inside Google’s Product Model: Hard-Won Lessons to Build Empowered, Outcome-Driven Teams
I’m examining how the product model manifests at Google and translating it into practical patterns you can use. I focus on empowered product teams, product trios,…
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Amplitude Browser SDK: Turn Web Vitals Into Product Decisions
A practical model for sending Web Vitals through Amplitude, protecting page performance, and tying LCP, INP, and CLS to product growth.
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Retail and Ecommerce Product Benchmarks That Drive Growth
A practical framework for turning retail and ecommerce benchmarks into cleaner funnels, sharper experiments, and growth decisions you can defend.
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