Jeremy Howard shipped the first llms.txt spec update since 2024, adding rel=alternate and rel=describedby link relations so agents can reliably locate Markdown versions of pages. Sites get a second URL pattern too, and upgrading is a minor change. Google Search still ignores the file, but Chrome's Lighthouse now audits for it.
AI chatbots now cite Reddit more than any other domain, so brands are seeding influencer-style posts to get mentioned. But subreddit moderators are filtering out the promo accounts, and fake engagement is backfiring into bans. The durable play is genuine participation, not manufactured virality.
An analysis of five million ChatGPT, Perplexity, and Grok query fanouts shows the hidden sub-queries models run determine which sources get cited, with Reddit appearances in fanouts surging 24x since January. Brands should audit fanout coverage across angles, not just citations, to win AI answers.
GEO scoring platforms run small synthetic query sets, not real user data, so their "scores" are an illusion of precision, per the IAB's new framework. Worse, optimizing content for LLM readability can degrade the on-site experience for the intent-rich visitors AI referrals actually bring. Focus on what happens after the click, not just visibility.