... months ago, we ran an experiment with our own data. At Rankfender, we tracked 5 of our own competitors across 8 AI systems. We log their share of voice, citation velocity, content gaps, platform variance

... models to run with, and the best part is that they will run locally on almost any modern machine, ranging from 3B to 7B parameter models. Even with just a 3B model, I got good results. The Results: 7% Variance I put the tool to the test using my own Year 2 coursework and the actual feedback I received from my lecturers. The results blew me away: Consistency: OpenMarker achieved only a 7% variation compared to human markers. Quality ... ... What s Next? I haven t given up on citynoise I m taking the lessons I learned about "solving real pain" and planning a proper relaunch on Product Hunt. For OpenMarker v1.0.2 , I m working on: Reducing that 7% variance

... According to @RevenueCat 's State of Subscription Apps 2026 report, " hard paywalls convert 5x better than freemium, but with significantly wider variance." Day 35 download-to-paid, freemium vs