Notes on what works.

Short pieces on PLG, AI-native growth, and the unglamorous mechanics that move products forward.

  1. Apr 2026 · 4 min read

    The AI Trust Gap: Why Traditional Onboarding Fails AI Products

    The first session of an AI product is not a tour. It is a trial. The user is deciding whether the model is worth their attention, and most onboarding flows answer the wrong question.

  2. Apr 2026 · 4 min read

    The Compound Effect of Small Funnel Fixes

    Growth teams chase 10% wins and miss the ones that compound. A 5% lift in 3 places does more for ARR than a single redesign, and it ships in a week.

  3. Apr 2026 · 5 min read

    Metrics That Move Teams, Not Just Dashboards

    Most product dashboards measure what is easy to count. The metrics that actually change behavior are the ones a PM, designer, and R&D lead can argue about in the same room.