I spy loo

@dotey 借楼，求老师出一个 Hermes 的总体框架的文章。就是说他是哪些组件在构成，我也看了很多资料，越看越麻，毫无头绪。我只是想有个整体的理解。 但是麻了

Google is now explicitly telling businesses to focus on AI search traffic alongside SEO. This comes straight from Google’s John Mueller. Someone asked him a question a lot of businesses are worried about right now: “Is SEO still enough, or do we need to start thinking about GEO too? Ranking on Google doesn’t guarantee your brand will show up in ChatGPT, Gemini, or Perplexity.” Mueller’s response speaks for itself. He said: “If you have an online business that makes money from referred traffic, it's definitely a good idea to consider the full picture.” Translation: Google no longer views old-school Google Search as the only distribution channel that matters. And solving that problem is a big reason why SEO Stuff (seo-stuff.com) is coming off another record month. Then came the line from Mueller that a lot of people skimmed past: “Thinking about how your site’s value works in a world where AI is available is worth the time.” That is an acknowledgment that AI already changes how traffic, visibility and attribution work. Ranking still determines eligibility, but AI does play an increasingly large role in site amplification. (If you want to see where your site stands across Google and AI search, start here: seo-stuff.com/free-audit) This past week Google laid out what Search will look like from this point going forward. The new Search box will accept text, images, files, videos, etc. And it'll anticipate your intent before you even finish asking your question. It is already powered by the most advanced Gemini model ever put into search, and then layered on top of that, agents will now be able to run 24/7 in the background on behalf of the buyer. The new Search process works like this: Step 1: The buyer describes their problem, their category, their needs in full. Step 2: The agent breaks that down into sub-topics and maps out a plan. Step 3: It determines what intel is needed right now versus later. Step 4: It monitors blogs, news sites, and social posts continuously for relevant changes. Step 5: It sends the buyer a synthesized update with links and the ability to take action. All of which is to say, blue links are not going away in the short-term, but AI's influence over Search isn't magically going to start decreasing. If your business depends on referred traffic, pretending AI doesn’t exist is no longer realistic. This all matters because AI systems don’t rank pages from scratch. They pull from the existing ecosystem and favor: Pages that already rank well. Sites with clear entity definitions. Content that explains and compares Brands that are consistently referenced and attributable. Search in 2026 understands the topic and it needs to understand your business too. And that’s also why SEO Stuff is structured the way it is. Take the done-for-you plan, for example. seo-stuff.com/gold-plan-pack… AI systems summarize and compare. They repeatedly pull from: Best X for Y pages. X vs Y comparisons. Decision-stage buyer guides. Clear answers under question-based H2s. The done-for-you plan optimizes content, builds authority and is engineered to: Rank in Google first. Be cleanly summarized by AI systems. Answer questions directly and extractably. Tie answers back to a specific brand. Then there’s the done-for-you content package, which is for sites who have strong authority but aren't capitalizing on it. seo-stuff.com/premium-conten… Search in 2026 thinks in categories, entities and relationships. If your site doesn’t clearly answer: Who you are. What category you belong to. When you should be mentioned. AI systems won’t include you consistently. This package patiently builds: Full topical coverage. Entity reinforcement across use cases. Category-level authority. Freshness through expansion and updates. This is how you start being a recognized entity. And finally, the "authority-only" package, for sites that can handle optimizing content on their own but lack the authority necessary to be respected by Google and AI search. seo-stuff.com/premium-backli… Every serious study we’ve covered shows the same thing. AI systems are conservative. They reuse sources they already trust. Yes, backlinks from real, authoritative domains help rankings, but they also tell AI systems: “This source is safe to repeat.” Look, if your SEO foundation is weak, AI will expose it faster. If your foundation is strong, AI will amplify it across: Google Search. AI Overviews. Gemini. ChatGPT. Perplexity. And so forth. Google is literally telling you to understand how visibility actually works now. You should listen. And if you want to see where your site stands across Google and AI search, start here (it's free): seo-stuff.com/free-audit

Reddit and Wikipedia account for 25% of ChatGPT citations. It's hard to control what Wikipedia says. It's hard to control what Reddit says. Meanwhile, 75% of AI citations come from sources you can influence. That is where the opportunity is for brands. [Want to know where your site stands across Google AI, ChatGPT, Claude, Grok, etc? Check here (it's free): seo-stuff.com/free-audit] According to the 5WPR AI Platform Citation Source Index 2026, which synthesized nine independent datasets covering hundreds of millions of citations, Wikipedia accounts for 13.15% of ChatGPT citations. Reddit accounts for 11.97%. On Perplexity, Reddit citation rates climb as high as 46.7% depending on the query category. According to the same research, traditional major publications like WSJ, NYT, and Bloomberg do not even appear in the top 20 most-cited domains. If you are thinking "I cannot control Reddit or Wikipedia, so how do I get cited by AI," the answer is in the other 75% of citations. And that is what SEO Stuff (seo-stuff.com) helps businesses capture. Yes, Reddit and Wikipedia combined represent roughly a quarter of ChatGPT citations, but that means 75% of citations come from everywhere else: industry publications, editorial sites, review platforms, expert content, niche authority domains, and branded content that AI platforms trust enough to cite. According to Profound's analysis of 27 million AI citations, 95.7% of all *category-level* citations come from third-party sources. The third-party sources that are not Reddit or Wikipedia are editorial publications, industry sites, comparison platforms, and authoritative content from recognized brands. These are exactly the types of sources that editorial backlinks put your brand on. And if you want to see which sources are driving AI citations in your category and where your brand is missing, start here (it's free): seo-stuff.com/free-audit Here is how this breaks down. Reddit and Wikipedia earn citations because AI platforms view them as community-validated and comprehensive. You cannot replicate that. But you can build the same trust signals through editorial coverage from publications AI platforms also cite. When an industry trade publication or a respected niche site mentions your brand, that mention is in the AI's retrieval pool. When the AI assembles an answer about your category, it pulls from those editorial sources alongside Reddit and Wikipedia. According to SE Ranking's study of 2.3 million pages, sites with over 24,000 referring domains average 6.8 AI citations per query. The backlinks that build your referring domain count are also placing your brand on editorial sites that AI platforms cite. Every editorial backlink does double duty: it boosts your domain authority for search rankings AND it puts your brand on a source AI platforms pull from when assembling recommendations. The brands that cannot control Reddit or Wikipedia can still invest in the editorial coverage they can control: editorial backlinks from trusted publishers, expert-attributed content that earns media mentions, and coverage from industry sites that AI retrieval systems treat as authoritative. Remember, if you want to see which editorial sources are driving AI citations in your category and how to get your brand on them, start here (it's free): seo-stuff.com/free-audit Here is what all this looks like in practice. A buyer asks ChatGPT "best cybersecurity platforms for mid-size companies." ChatGPT pulls from Reddit threads (11.97% of citations), Wikipedia articles (13.15%), and a range of editorial and industry sources (the remaining 75%). Brand A has been covered by three industry publications and mentioned in two editorial comparison articles. Those mentions are in the AI's retrieval pool. Brand A gets cited alongside the Reddit and Wikipedia sources. Brand B has great content on its own website but no editorial coverage from third-party sources. The AI pulls from Reddit, Wikipedia, and the industry publications that mention Brand A. Brand B does not appear in any of those sources. Brand B is not cited. This is the ecosystem SEO Stuff (seo-stuff.com) was built around. The done-for-you plan: seo-stuff.com/gold-plan-pack… Expert-attributed content backed by DR50+ backlinks: the content earns editorial coverage on the sources AI platforms cite, and the backlinks build the domain authority that makes your brand visible across the 75% of citations you can influence The "content-only" plan: seo-stuff.com/premium-conten… 60 pages of expert-attributed content designed to earn editorial mentions and third-party coverage from the authoritative sources AI platforms pull from when assembling recommendations The "authority-only" plan: seo-stuff.com/premium-backli… Editorial placements on trusted publications that put your brand in the 75% of AI citation sources you can actually control, alongside the Reddit and Wikipedia sources you cannot Reddit and Wikipedia drive 25% of ChatGPT citations. You probably won't control either one. But 75% of citations come from editorial and authoritative sources you can influence through expert content and editorial backlinks. The brands winning AI citations are the ones investing in that 75%. The brands losing are the ones who looked at the Reddit and Wikipedia data and decided there was nothing they could do.

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Google just announced the biggest upgrade to Search in over 25 years. For brands the opportunity here is pretty enormous. Here is what the new Search actually looks like and how you should take advantage: The search box now accepts text, images, files, videos, and open Chrome tabs. It expands dynamically as you type. It also anticipates your intent before you finish asking. This is the version of Search that SEO Stuff has been helping customers build for. seo-stuff.com The biggest opportunity here is what happens after the search. Google's new information agents run 24/7 in the background on behalf of your buyer. And that's why it has never been more important to understand how Google, ChatGPT, Claude and every other AI platform sees your brand. (If you want to see where your site stands across Google and AI search, start here: seo-stuff.com/free-audit) Here is exactly how Google's new information agents work: Step 1: The buyer does a total brain dump of what they want to stay updated on. Essentially a full description of their problem, their category, their needs. Step 2: The agent breaks down that question and maps out a plan across every relevant sub-topic. Step 3: It determines urgency and what kind of intel the buyer needs right now versus later. Step 4: It sets triggers and monitors the web continuously, scanning blogs, news sites, and social posts for relevant information as it changes. Step 5: It sends the buyer an intelligent synthesized update with links and the ability to take action. Here is why this is a massive opportunity: AI Mode already has 1 billion monthly users. Queries are more than doubling every quarter. And multiple studies have shown that users arriving via AI search are more likely to convert. With information agents running continuously for over a billion users, the brands in that cited source pool are being recommended around the clock, automatically, to buyers who are actively monitoring their category. The brands that build content depth and editorial authority now are building a presence that buildings on itself 24 hours a day. This is what SEO Stuff builds for every customer. seo-stuff.com Content that covers every sub-question a buyer in your category asks, so the agent finds you at every step of its plan. Authority building from trusted websites that signal credibility to every retrieval system Google has ever built. One investment. Continuous recommendations. Around the clock. Check it out: seo-stuff.com Our most popular done-for-you package: seo-stuff.com/gold-plan-pack… Our done-for-you "content only" package: seo-stuff.com/premium-conten… There is a reason more than 80 percent of SEO Stuff customers reorder. The results continue long after the work is done. #GoogleIO📷📷📷 #Google📷📷📷