Customer Health Scoring: How PMs Build an Early-Warning System for Churn
Learn how to build a customer health score that actually predicts churn: which signals matter, a weighting template, and where most models break.
Product Strategy
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Two-Sided Marketplace Product Management: What’s Actually Different
Two-sided marketplace product management explained: liquidity over conversion, the cold-start problem, take rate, and a real liquidity-fix case study.
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How to Localize a Product for International Markets: A PM’s Guide
Why Product Localization Is a Product Decision, Not a Translation Job Somewhere between 18% and 25% of most SaaS products’ organic traffic already comes from non-English-speaking visitors, and a meaningful share of them hit a signup form, get confused or lose trust, and leave. That’s not lost opportunity in some future market. It’s revenue the…
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Product Positioning Statement: A Step-by-Step Guide
Picture a prospect finishing a demo, nodding along the whole time, and then asking: “so is this more like a CRM, or more like a project tool?” That kind of question kills deals that should have closed. The product wasn’t the problem. Nobody on the team had ever forced themselves to write a single, testable…
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Accessibility for Product Managers: What WCAG Compliance Actually Requires
Why Accessibility for Product Managers Is Not a Design Nice-to-Have A blind user opens your signup form, and their screen reader announces “button” three times in a row with no label telling them which button does what. That’s not a visual polish issue a designer will get to eventually. It’s a product that a paying…
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How to Design a User Onboarding Flow That Works
Why Most User Onboarding Flows Get Skipped The average SaaS activation rate sits at just 37.5%, meaning roughly two out of three new signups never reach the point where a well-designed user onboarding flow is supposed to deliver its one job — real value, fast. The typical failure case looks the same across products: a…
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How to Build an AI Feature: A PM Guide to ML Teams
Teams with a dedicated AI product management function ship AI features roughly 40% faster than teams where the responsibility is split informally across data science and traditional PM roles. The gap isn’t about talent or budget. It’s that model evaluation decisions can’t wait for a calendar alignment between two teams that don’t share a working…
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Dark Patterns: What Product Managers Should Never Ship
Amazon paid $2.5 billion in September 2025 to settle FTC allegations that internal emails showed executives deliberately designed confusing cancellation processes that enrolled millions of customers into Prime through a checkout flow harder to decline than accept. Epic Games paid $245 million in 2023 for confusing, inconsistent button placement that tricked Fortnite players into unwanted…
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Enterprise vs. Consumer PM: Differences PMs Get Wrong
A consumer PM ships a change to a million users, watches the metrics move within days, and rolls back if it doesn’t work. An enterprise PM ships a change that a buying committee of eight to thirteen people spent seven months evaluating before a single end user ever touched it, and won’t know whether it…
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How to Run a Voice-of-Customer Program That Works
73% of B2B SaaS product teams now use AI to synthesize customer feedback at least weekly, up from just 19% in 2023, according to the Product-Led Alliance’s 2026 State of Product Report. That shift didn’t happen because feedback collection got easier. Teams have been drowning in surveys, support tickets, and sales call notes for years….
