Over the last few weeks I've manually audited landing pages from Reddit, BetaList and founder communities. At first I thought conversion optimization was mostly about headlines, CTAs and button colors. The more pages I audited (and the more conversations I had here), the more I realized those are usually symptoms, not root causes. The biggest recurring patterns I've documented so far are things like: - Unclear messaging in the first 10 seconds - Message mismatch between sections - Weak or missing trust signals - Poor objection handling - No compelling reason to choose this over alternatives - Weak offer positioning - Lack of audience clarity - Traffic quality being blamed on page design (or vice versa) I'm documenting every audit in a structured format: - Customer's likely first thought - Source of friction - Why it happens - Suggested improvement - Expected impact The goal isn't to become another "landing page roast" account. I'm trying to build a Conversion Intelligence Database—a collection of recurring conversion patterns that can eventually power an AI-assisted audit tool grounded in real examples instead of generic advice. One thing I'm realizing, though, is that traffic and audience fit are much harder to learn than landing pages alone. Those problems often don't show up by simply looking at a website. So if you're an early-stage founder and you're comfortable sharing context about your traffic, audience or funnel, I'd genuinely love to study it. I'm not selling anything—I'm just trying to understand why some businesses convert while others don't. I'd also appreciate hearing what recurring conversion patterns you've noticed from your own experience.   submitted by   /u/PsychologicalBee9878 [link]   [comments]