Gradient Growth Insights https://www.gradientgrowth.com/insights Frameworks, analysis, and perspectives on product analytics in the AI era. en-us Tue, 14 Apr 2026 02:38:40 GMT <![CDATA[Bank Statement Classification with AI: The Two-Layer Approach]]> https://www.gradientgrowth.com/insights/bank-statement-classification-ai https://www.gradientgrowth.com/insights/bank-statement-classification-ai Thu, 26 Mar 2026 00:00:00 GMT lester@gradientgrowth.com (Lester Leong) <![CDATA[How to Calculate Customer Lifetime Value (And Why Most Startups Get It Wrong)]]> https://www.gradientgrowth.com/insights/customer-ltv-calculation-startups https://www.gradientgrowth.com/insights/customer-ltv-calculation-startups Thu, 26 Mar 2026 00:00:00 GMT lester@gradientgrowth.com (Lester Leong) <![CDATA[Retention Curve Analysis: The Metric That Decides Whether Your Product Survives]]> https://www.gradientgrowth.com/insights/retention-curve-analysis-guide https://www.gradientgrowth.com/insights/retention-curve-analysis-guide Thu, 26 Mar 2026 00:00:00 GMT lester@gradientgrowth.com (Lester Leong) <![CDATA[The Minimum Viable Experiment: A Framework for Early-Stage Rigor]]> https://www.gradientgrowth.com/insights/minimum-viable-experiment https://www.gradientgrowth.com/insights/minimum-viable-experiment Fri, 06 Mar 2026 00:00:00 GMT lester@gradientgrowth.com (Lester Leong) <![CDATA[North Star Metrics for AI Products: Why DAU Is the Wrong Choice]]> https://www.gradientgrowth.com/insights/north-star-metric-ai https://www.gradientgrowth.com/insights/north-star-metric-ai Fri, 06 Mar 2026 00:00:00 GMT lester@gradientgrowth.com (Lester Leong) <![CDATA[Will AI Replace Data Analysts? No. But It Will Expose Which Ones Were Misallocated.]]> https://www.gradientgrowth.com/insights/will-ai-replace-data-analysts https://www.gradientgrowth.com/insights/will-ai-replace-data-analysts Tue, 03 Mar 2026 00:00:00 GMT lester@gradientgrowth.com (Lester Leong) <![CDATA[The Case for a Fractional Head of Data]]> https://www.gradientgrowth.com/insights/fractional-head-of-data https://www.gradientgrowth.com/insights/fractional-head-of-data Sat, 28 Feb 2026 00:00:00 GMT lester@gradientgrowth.com (Lester Leong) <![CDATA[Your A/B Test Didn't Fail. You Measured the Wrong Metric.]]> https://www.gradientgrowth.com/insights/ab-testing-wrong-metric https://www.gradientgrowth.com/insights/ab-testing-wrong-metric Tue, 24 Feb 2026 00:00:00 GMT lester@gradientgrowth.com (Lester Leong) <![CDATA[The Decision Memo Template Your Data Team Needs (And Isn't Using)]]> https://www.gradientgrowth.com/insights/decision-memo-template-data-teams https://www.gradientgrowth.com/insights/decision-memo-template-data-teams Wed, 18 Feb 2026 00:00:00 GMT lester@gradientgrowth.com (Lester Leong) <![CDATA[Why Most AI Startups Get Their Activation Metric Wrong]]> https://www.gradientgrowth.com/insights/ai-startup-activation-metric https://www.gradientgrowth.com/insights/ai-startup-activation-metric Sun, 15 Feb 2026 00:00:00 GMT lester@gradientgrowth.com (Lester Leong) <![CDATA[Why Your Data Team's Best Analysis Never Drives Action]]> https://www.gradientgrowth.com/insights/data-analysis-doesnt-drive-action https://www.gradientgrowth.com/insights/data-analysis-doesnt-drive-action Tue, 10 Feb 2026 00:00:00 GMT lester@gradientgrowth.com (Lester Leong) <![CDATA[Your AI Product's Retention Curve Is Lying to You]]> https://www.gradientgrowth.com/insights/retention-curve-lies https://www.gradientgrowth.com/insights/retention-curve-lies Thu, 05 Feb 2026 00:00:00 GMT lester@gradientgrowth.com (Lester Leong) <![CDATA[Why Dashboards Fail to Drive Decisions (And What to Build Instead)]]> https://www.gradientgrowth.com/insights/why-dashboards-fail https://www.gradientgrowth.com/insights/why-dashboards-fail Wed, 28 Jan 2026 00:00:00 GMT lester@gradientgrowth.com (Lester Leong) <![CDATA[Data-Driven Is a Trap: Why the Most Popular Goal in Analytics Gets It Wrong]]> https://www.gradientgrowth.com/insights/problems-with-data-driven https://www.gradientgrowth.com/insights/problems-with-data-driven Wed, 21 Jan 2026 00:00:00 GMT lester@gradientgrowth.com (Lester Leong) <![CDATA[Analytics Maturity Assessment: Every Company Overestimates. Here's Where You Actually Sit.]]> https://www.gradientgrowth.com/insights/analytics-maturity https://www.gradientgrowth.com/insights/analytics-maturity Wed, 14 Jan 2026 00:00:00 GMT lester@gradientgrowth.com (Lester Leong)