
GEO Leaves the PR Trades: Tech Press Picks Up the Story
When a tech publication picks up a luxury AI visibility study unprompted and frames it as a tech story, the category has crossed over. GEO is no longer a PR conversation.

When a tech publication picks up a luxury AI visibility study unprompted and frames it as a tech story, the category has crossed over. GEO is no longer a PR conversation.

AI search engines are creating challenges in legal contexts by oversimplifying complex legal distinctions. Examples show how AI flattens critical differences in employment law, eviction procedures, and sentencing exposure, leading to potentially inaccurate or misleading information. The dominant sources cited by AI include high-level legal bodies like the Supreme Court and popular platforms like Wikipedia, often overlooking crucial state-level and specialized legal authorities. This trend suggests legal institutions must publish structured primary sources to maintain their authority in the age of AI-driven synthesis.

The llms.txt manifest is the emerging standard for brands to ensure AI engine crawlers can access and cite their content. This article details the crawl layer framework, key AI crawler user agents, and how to avoid common accessibility issues like JavaScript hydration, age gates, geofencing, and rate limiting.

25 US law firms ranked across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. Kirkland leads. Wachtell wins with the most minimal website in BigLaw. Above the Law overtook Chambers. Westlaw and LexisNexis are paywalled out.

AI engines re-rank constantly. Citation Share earned today decays within weeks. AEO is a cadence discipline, not a campaign. Here is the math.

Search ranks pages against queries. AEO competes for inclusion inside generated answers. Same vocabulary, different game. Here is the difference.

Pages built for human eyes do not survive contact with AI agents. Agents scrape, score, and move. Here is what kills your conversion — and what saves it.

When an AI engine answers a buying question, the brand it names just ran an ad. The brand it omitted paid for the impression. Welcome to AEO.

Citation Share shows who gets mentioned. Agent Share shows who gets picked. In agentic AI buying, that is the only share that matters.

From Google operators (site:, inurl:, intitle:) to AI engine prompt mining. The 2026 SEO and GEO discovery research stack.