Tech buyers ask ChatGPT and Perplexity before they open G2. Developer communities, documentation depth, GitHub presence, and structured release notes feed the citation. The discipline.
CeraVe leads at composite 91. The Ordinary #2 at 87. Engines lean on Reddit, INCIDecoder, and dermatologist consensus — not magazine placement. Beauty discovery is now an answer, not a link.
OnlyFans does no consumer acquisition. The platform takes 20 percent of every fan payment and provides the rails — every one of its 377.5 million fan accounts came from somewhere else. The off-platform discovery playbook for 2026: TikTok, Reddit, X, AI engines, and the Generative Engine Optimization play that defines the next five years.
Barnes & Noble was supposed to be dead by 2015. Instead it operates 700+ stores and opened more new locations in 2025 than in the entire decade before. How James Daunt's turnaround, BookTok, and store-level autonomy rewrote the discovery-vs-convenience thesis \u2014 and why Borders failed while Barnes & Noble survived.