[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"blog-what-reddits-search-engine-ambition-means-for-modern-seo":3,"latest-blogs-home":145},{"message":4,"data":5},"Blogs retrieved successfully",{"blog":6,"latest_blogs":34},{"id":7,"author_id":8,"title":9,"slug":10,"content":11,"short_summary":12,"featured_image":13,"status":14,"meta_title":9,"meta_description":12,"canonical_url":15,"keywords":16,"blog_type":17,"is_featured":18,"word_count":19,"published_at":20,"created_at":21,"updated_at":22,"deleted_at":23,"author":24,"categories":29},270,3,"What Reddit’s Search Engine Ambition Means for Modern SEO","what-reddits-search-engine-ambition-means-for-modern-seo","\u003Cp>“Reddit as a search engine? The heck are you talking about?”\u003C\u002Fp>\n\n\u003Cp>This news surprised me when a colleague shared \u003Ca href=\"https:\u002F\u002Ftechcrunch.com\u002F2025\u002F08\u002F01\u002Freddit-plans-to-unify-its-search-interface-as-it-looks-to-become-a-search-engine\u002F\">\u003Cspan style=\"color: #0000ff;\">\u003Cu>this TechCrunch article\u003C\u002Fu>\u003C\u002Fspan>\u003C\u002Fa>, published at the start of August. It reported that, at the company’s recent quarterly conference call, Reddit CEO Steve Huffman presented plans to combine its built-in search and AI-assisted answer features into a full-fledged search engine.\u003C\u002Fp>\n\n\u003Cp>Huffman is bullish on the brand’s “breadth of conversations and knowledge” that no other place on the Web can offer. Being a social media platform with the air of an Internet forum, Reddit is poised to deliver human content amid the rise of AI-generated content. With over 100,000 active subreddits, each with thousands of threads and replies, it’s no surprise. (1)\u003C\u002Fp>\n\n\u003Cp>Although far from being able to take on Google’s dominance of the search engine market for now, Reddit is already making an impact in other ways. SEO is one such area, but first, it’s essential to understand what Reddit really is.\u003Cbr>\n\u003Ch2>\u003Cstrong>Front Page (Later ‘Heart’) of the Internet\u003C\u002Fstrong>\u003C\u002Fh2>\u003Cbr>\nStraight out of college, Huffman and Alexis Ohanian began developing what would become Reddit in 2005. For funding, they pitched their idea to Paul Graham, a co-founder of startup accelerator Y Combinator, who would later describe it as “the front page of the Internet.”\u003C\u002Fp>\n\n\u003Cp>Reddit is the product of two websites, more specifically, certain respective features. One was a social bookmarking website that allowed users to bookmark content, and the other was a “news for nerds” website that had a bustling community. Originally known as Snoo, they opted for Reddit instead due to their limited startup budget. (2)\u003C\u002Fp>\n\n\u003Cp>Through the highs and lows, Reddit grew into one of the most visited websites on the Web. According to Datareportal, its average monthly total visit count ranged from 3.51 to 5.84 billion in 3Q 2024. Meanwhile, the average monthly unique user count ranged from more than 600 million to shy of 1 billion in the same period. (3)\u003C\u002Fp>\n\n\u003Cp>Soon, Reddit’s tagline was changed to the “heart of the Internet.” Billions of pieces of user-generated content (UGC)—subreddits, post replies, and everything in between—that talk just about anything, all in one place. The addition of its own search engine will help make access to desired content more convenient and precise.\u003Cbr>\n\u003Ch2>\u003Cstrong>A Whole New Ball Game\u003C\u002Fstrong>\u003C\u002Fh2>\u003Cbr>\nReddit’s pursuit of a search engine to rival, if not surpass, Google comes amid the latter’s shift toward AI-generated summaries from traditional search. Businesses and publishers have expressed concern about this move, saying that its AI Overview and AI Mode features are killing clicks and, by extension, traffic to their websites.\u003C\u002Fp>\n\n\u003Cp>A recent Pew study seems to support their claims. Of the 900 U.S. adults surveyed, clicks on search engine results pages (SERPs) with AI summaries accounted for just 8%. Clicks on SERPs without, on the other hand, were almost twice as many. (4)\u003C\u002Fp>\n\n\u003Cp>Naturally, Google was quick to criticize Pew for the results. In a statement to \u003Ca href=\"https:\u002F\u002Fwww.theregister.com\u002F2025\u002F07\u002F22\u002Fgoogle_ai_overviews_suppress_search\u002F\">\u003Cspan style=\"color: #0000ff;\">\u003Cem>\u003Cu>The Register\u003C\u002Fu>\u003C\u002Fem>\u003C\u002Fspan>\u003C\u002Fa>, the company called the study’s methodology flawed and added that the AI experiences are prompting users to ask more questions. That said, this is a topic for another time.\u003C\u002Fp>\n\n\u003Cp>For now, it’s essential to know that Reddit is a vastly different environment from Google. Instead of links to websites, its SERPs may return subreddits or threads. This isn’t out of character, as this is how Google currently indexes Reddit content.\u003C\u002Fp>\n\n\u003Cp> \u003C\u002Fp>\n\n\u003Cimg class=\"aligncenter wp-image-28749 \" src=\"https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fblog-assets\u002F2025\u002F08\u002FPicture1-1-300x106.png\" alt=\"\" width=\"226\" height=\"80\" \u002F>\n\n\u003Cp> \u003C\u002Fp>\n\n\u003Cp>Search results would also be fewer, as Reddit UGC is only a drop in the bucket compared to the number of active websites. They may be arranged similarly to the screenshot above, providing details like the number of thread replies, an excerpt from the most upvoted reply, and links to other relevant threads.\u003C\u002Fp>\n\n\u003Cp>Its AI-assisted feature is Reddit Answers, which Huffman stated is in the process of being made available worldwide. It works similarly to Google’s AI Mode, but its search scope is limited to Reddit content.\u003C\u002Fp>\n\n\u003Cp> \u003C\u002Fp>\n\n\u003Cimg class=\"aligncenter wp-image-28750 size-full\" src=\"https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fblog-assets\u002F2025\u002F08\u002FPicture2-1.png\" alt=\"\" width=\"486\" height=\"438\" \u002F>\n\n\u003Cp> \u003C\u002Fp>\n\n\u003Cp>But what really gets going is the popularity of Reddit content for training AI. In a study of three widely used AI platforms, AI analytics firm Profound discovered that AI Overviews and Perplexity cited Reddit content the most. In fact, the latter \u003Cem>relies \u003C\u002Fem>on it.\u003C\u002Fp>\n\n\u003Cp> \u003C\u002Fp>\n\n\u003Cimg class=\" wp-image-28751 aligncenter\" src=\"https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fblog-assets\u002F2025\u002F08\u002FPicture3-1-300x298.png\" alt=\"\" width=\"237\" height=\"235\" \u002F>\n\u003Cp style=\"text-align: center;\">\u003Cem>Source: \u003C\u002Fem>\u003Cspan style=\"color: #0000ff;\">\u003Ca style=\"color: #0000ff;\" href=\"https:\u002F\u002Fwww.tryprofound.com\u002Fblog\u002Fai-platform-citation-patterns\">\u003Cem>\u003Cu>Profound\u003C\u002Fu>\u003C\u002Fem>\u003C\u002Fa>\u003C\u002Fspan>\u003C\u002Fp>\n \n\n\u003Cp>This is the same Perplexity that \u003Ca href=\"https:\u002F\u002Fwww.businessinsider.com\u002Freddit-slams-microsoft-anthropic-perplexity-ai-training-llms-model-licensing-2024-8\">\u003Cspan style=\"color: #0000ff;\">\u003Cu>Huffman called out\u003C\u002Fu>\u003C\u002Fspan>\u003C\u002Fa> last year for using Reddit content to train its model without paying. So far, there’s no mention of a deal with the San Francisco-based AI firm (at least not made public). However, the conference mentions the Profound study and highlights the significance of UGC in training future AI models.\u003Cbr>\n\u003Ch2>\u003Cstrong>New Game, New Rules\u003C\u002Fstrong>\u003C\u002Fh2>\u003Cbr>\nLet’s get one thing out of the way first: a new competitor won’t dethrone Google anytime soon. It had decades to set itself as the gold standard of search engines through quality results. Even if Reddit Search (or whatever it’ll be called) enters the market now, Google will remain the preferred choice for many users for years to come.\u003C\u002Fp>\n\n\u003Cp>As such, many parts of the SEO playbook will remain unchanged for a long while. E-E-A-T remains the main criterion for content quality, relevance will still be a factor, and showing author credentials is still encouraged.\u003C\u002Fp>\n\n\u003Cp>Regardless, Reddit’s formal entry into the search engine market will likely shake things up. The website’s nature may introduce new means of performing SEO here, such as:\u003Cbr>\n\u003Ch3>\u003Cstrong>Compliance with Subreddit Rules\u003C\u002Fstrong>\u003C\u002Fh3>\u003Cbr>\nWhile the website as a whole maintains a set of rules, it also leaves subreddits to create and enforce any additional rules. Most of these maintain a team of moderators, typically taken from the community’s members.\u003C\u002Fp>\n\n\u003Cp>Businesses can create and manage their own subreddits with their own rules (more on this in a bit). However, they may prefer posting content on existing subreddits, especially those with a huge user base. Below are the largest subreddits as of this writing. (5)\u003Cbr>\n\u003Cul>\u003Cbr>\n \t\u003Cli>\u003Cstrong>r\u002FFunny – \u003C\u002Fstrong>67 million members\u003C\u002Fli>\u003Cbr>\n \t\u003Cli>\u003Cstrong>r\u002FAskReddit –\u003C\u002Fstrong>57 million members\u003C\u002Fli>\u003Cbr>\n \t\u003Cli>\u003Cstrong>r\u002Fgaming – \u003C\u002Fstrong>47 million members\u003C\u002Fli>\u003Cbr>\n \t\u003Cli>\u003Cstrong>r\u002Fworldnews –\u003C\u002Fstrong>47 million members\u003C\u002Fli>\u003Cbr>\n \t\u003Cli>\u003Cstrong>r\u002Ftodayilearned –\u003C\u002Fstrong>41 million members\u003C\u002Fli>\u003Cbr>\n \t\u003Cli>\u003Cstrong>r\u002FMusic –\u003C\u002Fstrong>38 million members\u003C\u002Fli>\u003Cbr>\n \t\u003Cli>\u003Cstrong>r\u002Faww –\u003C\u002Fstrong>38 million members\u003C\u002Fli>\u003Cbr>\n \t\u003Cli>\u003Cstrong>r\u002Fmovies –\u003C\u002Fstrong>37 million members\u003C\u002Fli>\u003Cbr>\n \t\u003Cli>\u003Cstrong>r\u002Fmemes –\u003C\u002Fstrong>35 million members\u003C\u002Fli>\u003Cbr>\n \t\u003Cli>\u003Cstrong>r\u002Fscience –\u003C\u002Fstrong>34 million members\u003C\u002Fli>\u003Cbr>\n\u003C\u002Ful>\u003Cbr>\nDoes this mean these are the best places to promote your brand? As long as the content is relevant and doesn’t go against their rules, marketing to the community won’t be an issue. Otherwise, violating the rules is tantamount to disrespecting its members. How can people build trust in a brand that doesn’t consider their sentiments?\u003Cbr>\n\u003Ch3>\u003Cstrong>Engagement via Comments\u003C\u002Fstrong>\u003C\u002Fh3>\u003Cbr>\nAs a social media platform with the soul of an online forum, the Reddit community thrives on comments or post replies. A thread that has dozens or hundreds of comments signifies that it’s a hot topic in the community. A comment with a high number of upvotes indicates that other users (and visitors) see sense in the author’s take on the matter.\u003C\u002Fp>\n\n\u003Cp>A popular means of engaging people on Reddit is by hosting an Ask Me Anything (AMA). As the term suggests, an AMA involves an authority on a certain subject answering questions that participating users have. This format is so widespread that Reddit introduced an ad format for it last January, known as AMA Ads.\u003C\u002Fp>\n\n\u003Cp> \u003C\u002Fp>\n\n\u003Cimg class=\"aligncenter wp-image-28752 size-medium\" src=\"https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fblog-assets\u002F2025\u002F08\u002FPicture4-182x300.png\" alt=\"\" width=\"182\" height=\"300\" \u002F>\n\u003Cp style=\"text-align: center;\">\u003Cem>Source: \u003C\u002Fem>\u003Ca href=\"https:\u002F\u002Fwww.business.reddit.com\u002Fblog\u002Fama-ads-announcement\">\u003Cspan style=\"color: #0000ff;\">\u003Cem>\u003Cu>Reddit for Business\u003C\u002Fu>\u003C\u002Fem>\u003C\u002Fspan>\u003C\u002Fa>\u003C\u002Fp>\n \n\n\u003Cp>AMAs can also be held on dedicated (e.g., r\u002FIAmA) or niche subreddits, and it’s as simple as creating a thread and replying to comments as they come. Satisfying people’s curiosity is a great way to build a brand image that exudes professionalism and trust, provided their answers show their subject-matter expertise instead of engaging in blatant advertising.\u003Cbr>\n\u003Ch3>\u003Cstrong>More Time to Formulate Content\u003C\u002Fstrong>\u003C\u002Fh3>\u003Cbr>\nWhen creating content for Google or other search engines, time is usually of the essence. You’d want to get content out as soon as possible to keep up with rapidly changing trends. Posting when the trend has long passed screams “corporate,” which can be a major turn-off among the younger generation of consumers.\u003C\u002Fp>\n\n\u003Cp>This isn’t necessarily the case with Reddit. Users appreciate a slow-cooked comment, as in one that has taken time to develop, even if they have to wait a few days. As I mentioned earlier, this platform thrives on comments and posting rushed answers to valid questions isn’t just pointless but also harmful to the brand.\u003C\u002Fp>\n\n\u003Cp>Of course, there are exceptions like a live AMA. For that, it pays to anticipate questions and formulate responses ahead of time by looking into trends that apply to your niche.\u003Cbr>\n\u003Ch3>\u003Cstrong>Subreddits Instead of Websites\u003C\u002Fstrong>\u003C\u002Fh3>\u003Cbr>\nWith the search scope limited to Reddit, its search engine may prompt businesses to set up their respective subreddits. These communities may be centered around the company or one of their products or services. For example, Chinese game developer MiHoYo (doing business as HoYoverse globally) maintains official subreddits for each of its games.\u003C\u002Fp>\n\n\u003Cp> \u003C\u002Fp>\n\n\u003Cimg class=\"aligncenter wp-image-28753 size-full\" src=\"https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fblog-assets\u002F2025\u002F08\u002FPicture5.png\" alt=\"\" width=\"175\" height=\"204\" \u002F>\n\n\u003Cp> \u003C\u002Fp>\n\n\u003Cp>Subreddits offer several advantages over official websites. Besides maintaining a presence within the platform, they also provide a medium for users to discuss topics or share related content. In the example above, users are more likely to remember the name of the product than the company that created it. Also, creating one costs nothing (account required).\u003C\u002Fp>\n\n\u003Cp>They aren’t without their downsides, though. Growing a Reddit community takes time, and the existence of already bustling subreddits makes it an uphill battle. Once they grow large enough, you’ll need to put together a moderator team to uphold the subreddit’s rules.\u003C\u002Fp>\n\n\u003Cp>As such, businesses that can’t spare the time and effort to run a subreddit often choose to post on existing subreddits. While much easier, it isn’t as effective in getting brands out, as it’s competing with others for attention in a more encompassing subreddit. Also, without a subreddit, they miss out on a crucial mode of communication.\u003Cbr>\n\u003Ch2>\u003Cstrong>Reddit Search Will Shake SEO Up\u003C\u002Fstrong>\u003C\u002Fh2>\u003Cbr>\nRealistically speaking, Reddit’s search engine isn’t expected to be a threat to Google in the short term due to the latter’s dominance. That said, its debut will introduce new ways to do SEO on top of the ones already common knowledge.\u003C\u002Fp>\n\n\u003Cp>If the company commits to this in the next few years, we may see the birth of a one-of-a-kind search engine. And the last time that happened was when Google was born.\u003C\u002Fp>\n\n\u003Cp> \u003C\u002Fp>\n\n\u003Cp>\u003Cspan style=\"font-weight: 400;\">References:\u003C\u002Fspan>\u003Cbr>\n\u003Col style=\"font-size: 10px;\">\u003Cbr>\n \t\u003Cli style=\"font-size: 10px;\">\u003Cspan style=\"font-weight: 400;\">Reddit. Homepage - Reddit [Internet]. www.redditinc.com. 2024. Available from:\u003C\u002Fspan>\u003Ca style=\"font-size: 10px;\" href=\"https:\u002F\u002Fredditinc.com\u002F\"> \u003Cspan style=\"font-weight: 400;\">https:\u002F\u002Fredditinc.com\u002F\u003C\u002Fspan>\u003C\u002Fa>\u003C\u002Fli>\u003Cbr>\n \t\u003Cli style=\"font-size: 10px;\">\u003Cspan style=\"font-weight: 400;\">NPR. Live Episode! Reddit: Alexis Ohanian & Steve Huffman [Internet]. NPR. NPR; 2017. Available from:\u003C\u002Fspan>\u003Ca style=\"font-size: 10px;\" href=\"https:\u002F\u002Fwww.npr.org\u002F2017\u002F10\u002F03\u002F545635014\u002Flive-episode-reddit-alexis-ohanian-steve-huffman\"> \u003Cspan style=\"font-weight: 400;\">https:\u002F\u002Fwww.npr.org\u002F2017\u002F10\u002F03\u002F545635014\u002Flive-episode-reddit-alexis-ohanian-steve-huffman\u003C\u002Fspan>\u003C\u002Fa>\u003C\u002Fli>\u003Cbr>\n \t\u003Cli style=\"font-size: 10px;\">\u003Cspan style=\"font-weight: 400;\">Kemp S. Digital 2024 October Global Statshot Report [Internet]. DataReportal. 2024. Available from:\u003C\u002Fspan>\u003Ca style=\"font-size: 10px;\" href=\"https:\u002F\u002Fdatareportal.com\u002Freports\u002Fdigital-2024-october-global-statshot\"> \u003Cspan style=\"font-weight: 400;\">https:\u002F\u002Fdatareportal.com\u002Freports\u002Fdigital-2024-october-global-statshot\u003C\u002Fspan>\u003C\u002Fa>\u003C\u002Fli>\u003Cbr>\n \t\u003Cli style=\"font-size: 10px;\">\u003Cspan style=\"font-weight: 400;\">Chapekis A, Lieb A. Google users are less likely to click on links when an AI summary appears in the results [Internet]. Pew Research Center. 2025. Available from:\u003C\u002Fspan>\u003Ca style=\"font-size: 10px;\" href=\"https:\u002F\u002Fwww.pewresearch.org\u002Fshort-reads\u002F2025\u002F07\u002F22\u002Fgoogle-users-are-less-likely-to-click-on-links-when-an-ai-summary-appears-in-the-results\u002F\"> \u003Cspan style=\"font-weight: 400;\">https:\u002F\u002Fwww.pewresearch.org\u002Fshort-reads\u002F2025\u002F07\u002F22\u002Fgoogle-users-are-less-likely-to-click-on-links-when-an-ai-summary-appears-in-the-results\u002F\u003C\u002Fspan>\u003C\u002Fa>\u003C\u002Fli>\u003Cbr>\n \t\u003Cli style=\"font-size: 10px;\">\u003Cspan style=\"font-weight: 400;\">Reddit - Dive into anything [Internet]. www.reddit.com. Available from:\u003C\u002Fspan>\u003Ca style=\"font-size: 10px;\" href=\"https:\u002F\u002Fwww.reddit.com\u002Fbest\u002Fcommunities\u002F1\u002F\"> \u003Cspan style=\"font-weight: 400;\">https:\u002F\u002Fwww.reddit.com\u002Fbest\u002Fcommunities\u002F1\u002F\u003C\u002Fspan>\u003C\u002Fa>\u003C\u002Fli>\u003Cbr>\n \t\u003Cli style=\"font-size: 10px;\">\u003Cspan style=\"font-weight: 400;\">Reddit - The heart of the internet [Internet]. Reddit.com. 2025 [cited 2025 Aug 6]. Available from:\u003C\u002Fspan>\u003Ca style=\"font-size: 10px;\" href=\"https:\u002F\u002Fwww.reddit.com\u002Fr\u002Fanswers\u002Fcomments\u002F1k3ao53\u002Fwhen_the_heck_is_the_difference_between_hot_top\u002F\"> \u003Cspan style=\"font-weight: 400;\">https:\u002F\u002Fwww.reddit.com\u002Fr\u002Fanswers\u002Fcomments\u002F1k3ao53\u002Fwhen_the_heck_is_the_difference_between_hot_top\u002F\u003C\u002Fspan>\u003C\u002Fa>\u003C\u002Fli>\u003Cbr>\n\u003C\u002Fol>\u003C\u002Fp>","“Reddit as a search engine? The heck are you talking about?”\n\nThis news surprised me when a colleague shared this TechCrunch article, published at the start of August. It reported that, at the company...","https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fblog-assets\u002F2025\u002F08\u002FAdobeStock_1342446979_Editorial_Use_Only-scaled.jpeg","published","https:\u002F\u002Fnobsmarketplace.com\u002Fblog\u002Fwhat-reddits-search-engine-ambition-means-for-modern-seo\u002F","","blog",true,1843,"2025-08-12T03:11:56.000000Z","2025-10-26T11:10:31.000000Z","2025-10-31T09:45:55.000000Z",null,{"id":8,"name":25,"email":26,"about":16,"avatar":27,"created_at":28,"updated_at":28,"deleted_at":23},"Jonas Trinidad","jonas@nobsmarketplace.com","https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fblog-authors\u002F2023\u002F05\u002Fjonas-trinidad.jpg","2025-10-26T11:10:22.000000Z",[30],{"id":31,"name":32,"slug":17,"created_at":28,"updated_at":28,"deleted_at":23,"pivot":33},1,"Blogs",{"blog_id":7,"category_id":31},[35,59,80,116],{"id":36,"author_id":37,"title":38,"slug":39,"content":40,"short_summary":41,"featured_image":42,"status":14,"meta_title":43,"meta_description":41,"canonical_url":23,"keywords":23,"blog_type":17,"is_featured":44,"word_count":45,"published_at":46,"created_at":47,"updated_at":48,"deleted_at":23,"author":49,"categories":54},317,9,"Five Years of Google Core Updates and What Mueller Revealed About How They Roll Out","five-years-of-google-core-updates-and-what-mueller-revealed-about-how-they-roll-out","\u003Ch1>\u003Cspan style=\"font-size: 16pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>Five Years of Google Core Updates and What Mueller Just Revealed About How They Actually Roll Out\u003C\u002Fstrong>\u003C\u002Fspan>\u003C\u002Fh1>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">Google’s John Mueller responded to a question on Bluesky on March 31, 2026, about whether core updates roll out in stages or follow a fixed sequence. The answer he gave is one of the clearest explanations of how core updates actually work that Google has shared publicly, and it reframes how the SEO industry should think about the volatility waves that show up during every rollout.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">Mueller’s response: “We generally don’t announce ‘stages’ of core updates. Since these are significant, broad changes to our search algorithms and systems, sometimes they have to work step-by-step, rather than all at one time. (It’s also why they can take a while to be fully live.)”\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">He followed up with a second post that went further: “I guess in short there’s not a single ‘core update machine’ that’s clicked on (every update has the same flow), but rather we make the changes based on what the teams have been working on, and those systems & components can change from time to time.”\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">Two things stand out from that exchange. First, core updates are not a single switch being flipped. They’re a collection of changes across multiple systems, deployed incrementally. Second, the composition of a core update varies from one release to the next. The systems and components involved aren’t fixed. Different teams contribute different changes depending on what they’ve been working on, which means no two core updates are structurally identical even if they carry the same “core update” label.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">That context makes the last five years of core update history easier to read. The variation in rollout duration, in which industries get hit, and in how recovery behaves across different updates all make more sense when the update itself is understood as a variable collection of component changes rather than a single algorithmic adjustment.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch2>\u003Cspan style=\"font-size: 14pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>The Core Update Timeline: 2021 to 2026\u003C\u002Fstrong>\u003C\u002Fspan>\u003C\u002Fh2>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">Google has released 17 core updates since June 2021. The pace has been fairly consistent at three to four per year, though the character of these updates has shifted significantly over time.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">\u003Cstrong>2021\u003C\u002Fstrong> saw three core updates. June (June 2 to June 12), July (July 1 to July 12), and November (November 17 to November 30). The June and July updates were unusual because Google explicitly announced them as two parts of a broader change, with the July update completing work that began in June. Rollouts were relatively short, ranging from 10 to 14 days. The updates focused primarily on content relevance and quality signals as Google continued refining the systems that had been in development since the 2019 BERT update.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">\u003Cstrong>2022\u003C\u002Fstrong> brought two core updates. May (May 25 to June 9) and September (September 12 to September 26). But 2022’s bigger story was the launch of the Helpful Content Update in August, which introduced a site-wide signal designed to penalize content created primarily for search engine rankings rather than human readers. The Helpful Content system operated as a separate signal from the core algorithm, applying a domain-level penalty that could drag down rankings for an entire site if a significant portion of its content was deemed unhelpful. A second Helpful Content Update followed in December 2022.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">\u003Cstrong>2023\u003C\u002Fstrong> was Google’s busiest year for core updates, with three: March (March 15 to March 28), August (August 22 to September 7), and October (October 5 to October 19), plus a November core update (November 2 to November 28) that ran nearly four weeks. The September 2023 Helpful Content Update hit particularly hard and became one of the most discussed updates in recent SEO history. Many sites that lost visibility in September 2023 spent the next year waiting for recovery that, in some cases, never came. Affiliate sites, product review sites, and content-heavy publishers were the most affected categories.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">\u003Cstrong>2024\u003C\u002Fstrong> started with the March 2024 core update, which turned out to be the most significant algorithmic change in years. It ran for 45 days, the longest core update rollout on record, and it did two things that changed the landscape permanently. First, Google absorbed the Helpful Content system into the core algorithm. The separate signal that had been running since August 2022 was folded into how Google evaluates every query, which meant helpfulness assessment shifted from a standalone system to a component of core ranking. Second, Google moved from site-level helpfulness evaluation to page-level evaluation, using a combination of signals rather than a single sitewide penalty score. Google’s stated goal was to reduce low-quality, unoriginal content in search results by 40%. Three new spam policies launched simultaneously: expired domain abuse, scaled content abuse, and site reputation abuse. The August update (August 15 to September 3) and two more core updates in November (November 11 to December 5) and December (December 12 to December 18) followed. The December update was notable for its speed, completing in just six days.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">\u003Cstrong>2025\u003C\u002Fstrong> brought three core updates and marked the year where AI-related content quality became a central focus. The March update (March 13 to March 27) put continued pressure on AI-generated content that lacked original analysis or first-hand experience. The June update (June 30 to July 17) appeared to weigh off-page factors more heavily, with link quality, brand authority, and topical relevance of referring domains playing a larger role. More than 50% of sites that had been affected by the September 2023 Helpful Content Update saw improvements during the June 2025 update, suggesting that the page-level evaluation introduced in March 2024 was finally catching up to sites that had fixed their content quality issues. The December update (December 11 to December 29) expanded E-E-A-T requirements beyond traditional YMYL categories into virtually all competitive queries.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">\u003Cstrong>2026\u003C\u002Fstrong> has already seen the February Discover core update (the first core update specific to the Discover feed rather than general search), the March 2026 spam update, and the March 2026 core update, which began rolling out on March 27.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch2>\u003Cspan style=\"font-size: 14pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>What Changed Between 2021 and 2026\u003C\u002Fstrong>\u003C\u002Fspan>\u003C\u002Fh2>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">Looking at five years of updates in sequence, a few shifts stand out.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">The Helpful Content integration was the single biggest structural change. What started as a separate system in August 2022 became part of core ranking in March 2024, and the shift from site-level to page-level evaluation changed how recovery works. Before March 2024, a site penalized by the Helpful Content signal needed to improve its overall content quality across the domain. After March 2024, individual pages are evaluated independently, which means a site can have some pages performing well while others are still suppressed.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">The pace of updates has stayed consistent, but the composition has become more complex. Mueller’s Bluesky explanation confirms what practitioners have observed: each core update touches different systems depending on what Google’s teams have been working on. The March 2024 update took 45 days because it combined multiple major changes (Helpful Content integration, page-level evaluation, new spam policies). The December 2024 update completed in six days, likely because it involved fewer component changes. Rollout duration is a rough proxy for how many systems are being updated simultaneously.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">Recovery patterns have become more gradual. In the earlier core updates (2021-2022), ranking changes tended to settle within the rollout period. In recent updates, particularly after the March 2024 changes, recovery from previous updates has appeared in later core updates rather than within the same cycle. Google has stated that some changes may take months to be reassessed, and some effects require waiting for the next update cycle.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">Off-page signals have gained weight over time. The June 2025 core update was notable for how heavily link quality, brand authority, and referring domain relevance appeared to influence outcomes. Combined with the growing role of backlink profiles in AI citation data (SE Ranking found that sites with 32,000+ referring domains are 3.5x more likely to be cited by ChatGPT), the signal is consistent: \u003C\u002Fspan>\u003Ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-primary-blue-600 hover:underline\" href=\"https:\u002F\u002Fnobsmarketplace.com\u002Flink-building\">\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">link building\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\"> from relevant, authoritative sources feeds both traditional search rankings and the newer AI visibility layer.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch2>\u003Cspan style=\"font-size: 14pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>Mueller’s Explanation and What It Means for Reading Core Updates\u003C\u002Fstrong>\u003C\u002Fspan>\u003C\u002Fh2>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">Mueller’s description of core updates as collections of team-driven component changes rather than a single algorithmic switch explains several patterns that have puzzled practitioners.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">It explains why volatility during a rollout comes in waves rather than all at once. If different components go live at different points during the rollout window, rankings can shift, settle, shift again, and settle again as each component takes effect. The waves of volatility that practitioners observe during the typical 2-3 week rollout period likely correspond to different system components going live at different times.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">It explains why different industries get affected at different points during the same update. If one component targets content quality signals and another targets link evaluation, the industry impacts won’t be simultaneous. Sites heavily dependent on link signals might see movement early while content-driven shifts appear later, or vice versa, depending on when each component deploys.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">It explains why recovery sometimes happens mid-rollout. If a site was suppressed by a component that goes live early in the rollout, and a later component reevaluates the same signals more favorably, the site could see partial recovery before the update officially completes.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">And it explains why Google says to wait until the rollout is fully complete before drawing conclusions. If the update is a sequence of component deployments rather than a single change, any assessment made mid-rollout is based on an incomplete picture. The final state after all components have deployed may look different from the state at any individual point during the rollout.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch2>\u003Cspan style=\"font-size: 14pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>What to Do During and After a Core Update\u003C\u002Fstrong>\u003C\u002Fspan>\u003C\u002Fh2>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">The guidance hasn’t changed much over five years, which is itself informative: the principles Google rewards have been consistent even as the systems evaluating them have evolved.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">Focus on content quality, depth, originality, and demonstrated expertise. The Helpful Content integration into core ranking made these signals central to how Google evaluates every page. Content created primarily to rank rather than to genuinely help users has been consistently penalized across every major update since 2022.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">Build authority through editorial relationships and earned coverage. The increasing weight of off-page signals in recent core updates, combined with the growing importance of third-party presence for AI visibility, makes \u003C\u002Fspan>\u003Ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-primary-blue-600 hover:underline\" href=\"https:\u002F\u002Fnobsmarketplace.com\u002Fdigital-pr\">\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">digital PR\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\"> and \u003C\u002Fspan>\u003Ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-primary-blue-600 hover:underline\" href=\"https:\u002F\u002Fnobsmarketplace.com\u002Fguest-posting\">\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">guest posting\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\"> on relevant industry publications a dual-purpose investment that serves both traditional rankings and AI citation systems.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">Don’t make reactive changes during a rollout. Mueller’s explanation confirms that the ranking state mid-rollout is incomplete. Wait for the rollout to finish, then evaluate whether changes are needed based on the settled state rather than the intermediate fluctuations.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">Track performance across update cycles, not just within them. Recovery from one core update may appear in a subsequent core update months later. A site that lost visibility in March may not see recovery until June or later, and that timeline is normal rather than a sign of permanent penalty.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Cambria, serif;\">And monitor what Google communicates about each update. Google doesn’t always disclose what a core update targets, but when they do provide guidance (as they did extensively with the March 2024 update), that guidance tends to remain relevant across subsequent updates in the same evolutionary direction.\u003C\u002Fspan>\u003C\u002Fp>","Documenting the last 5 years Google Core Updates and showing lessons to take","https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fuploads\u002Ffeatured-images\u002Fgoogle-core-update-timeline-and-tools-20260403072610-YxbHZxYr.png","Five Years of Google Core Updates and What Mueller Revealed",false,1828,"2026-04-03T07:11:57.000000Z","2026-04-03T07:22:11.000000Z","2026-04-03T07:27:28.000000Z",{"id":37,"name":50,"email":51,"about":23,"avatar":52,"created_at":53,"updated_at":23,"deleted_at":23},"Rasit Cakir","rasit@nobsmarketplace.com","https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Frasit.webp","2026-01-26T11:10:22.000000Z",[55],{"id":8,"name":56,"slug":57,"created_at":28,"updated_at":28,"deleted_at":23,"pivot":58},"SEO","seo",{"blog_id":36,"category_id":8},{"id":60,"author_id":37,"title":61,"slug":62,"content":63,"short_summary":64,"featured_image":65,"status":14,"meta_title":66,"meta_description":67,"canonical_url":23,"keywords":23,"blog_type":17,"is_featured":18,"word_count":68,"published_at":69,"created_at":70,"updated_at":71,"deleted_at":23,"author":72,"categories":73},316,"AI Visibility in 2026: What Actually Gets Brands Cited by LLMs","ai-visibility-2026-what-gets-brands-cited","\u003Ch1>\u003Cspan style=\"font-size: 16pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>AI Visibility in 2026: What Actually Gets Brands Cited by LLMs\u003C\u002Fstrong>\u003C\u002Fspan>\u003C\u002Fh1>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">A year ago, AI visibility was a concept most marketers were still treating as theoretical. By March 2026, it’s become measurable, trackable, and consequential enough that brands are losing and gaining market share based on whether AI systems recommend them.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The change happened faster than most of the industry expected. SE Ranking’s data shows AI platforms now account for 0.24% of global internet traffic, up 1.6x from 2025. This percentage still sounds small until you consider what those visits represent: high-intent users getting direct recommendations from AI systems that have already decided which brands to surface. There’s no scrolling through results. No clicking across tabs to compare. The AI picks, and the user follows.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The question every brand operating in search should be asking is straightforward: what determines whether an AI system cites you or your competitor?\u003C\u002Fspan>\u003C\u002Fp>\u003Ch2>\u003Cspan style=\"font-size: 14pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>The Sources AI Systems Actually Pull From\u003C\u002Fstrong>\u003C\u002Fspan>\u003C\u002Fh2>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">Peec AI published an analysis of 30 million sources across five major AI platforms (ChatGPT, Google AI Mode, Gemini, Perplexity, and AI Overviews) to identify which domains get cited most frequently. The top 10 most-cited domains across all platforms: Reddit, YouTube, LinkedIn, Wikipedia, Forbes, Facebook, Yelp, Amazon, TechRadar, and Healthline.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The list is revealing for what it says about how AI systems evaluate trustworthiness. The top sources aren’t all traditional media outlets or high-authority publications. They’re a mix of user-generated discussion platforms (Reddit), video content (YouTube), professional networks (LinkedIn), reference sites (Wikipedia), editorial publications (Forbes, TechRadar, Healthline), and commercial platforms with review ecosystems (Amazon, Yelp).\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">What connects them is that each platform provides a type of information that AI models find useful for building confident answers: real user experiences on Reddit, visual demonstrations on YouTube, professional credibility signals on LinkedIn, factual grounding on Wikipedia, editorial validation from established publications, and crowd-sourced ratings on review platforms.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The more interesting finding from the Peec AI analysis is how the source preferences diverge across platforms. Reddit and YouTube appear across all five AI systems, which explains their top-line dominance. But beyond those two, each platform has its own preferences. ChatGPT leans toward Wikipedia and editorial sources like Forbes and TechRadar. Google’s AI Mode and AI Overviews favor social content and local review platforms like Facebook and Yelp. Perplexity emphasizes Reddit, LinkedIn, and B2B review platforms like G2.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The divergence matters because it means AI visibility isn’t one thing. A brand that’s well-cited in ChatGPT might be invisible in Google’s AI Mode, and vice versa. The Writesonic study covered in a previous NO-BS blog post showed only 7% citation overlap between ChatGPT’s default and premium models. The Peec AI data suggests the divergence extends across platforms, not just within them.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch2>\u003Cspan style=\"font-size: 14pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>What’s Changed About How AI Visibility Works\u003C\u002Fstrong>\u003C\u002Fspan>\u003C\u002Fh2>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">A year ago, the working assumption in SEO was that traditional ranking signals would translate fairly directly into AI citations. If a page ranked well on Google, AI systems would probably cite it too. That assumption has turned out to be partially true and partially misleading.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">Ahrefs’ data from late 2025 showed that AI Overviews have the strongest correlation with traditional search rankings among all AI platforms. For Google’s own AI features, the connection between organic ranking and AI citation is real. But for ChatGPT, Perplexity, and other non-Google AI systems, the relationship is weaker. The Writesonic study found that 75% of domains cited by ChatGPT’s premium model don’t appear on Google or Bing at all. ChatGPT identifies brands from training data and queries their sites directly rather than pulling from search rankings.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">SE Ranking’s research from November 2025 added another dimension: domain authority and third-party presence matter significantly. Sites with over 32,000 referring domains are 3.5x more likely to be cited by ChatGPT than those with fewer than 200. Domains with active profiles on review platforms like Trustpilot, G2, Capterra, and Yelp have 3x higher chances of being cited. And domains with millions of brand mentions on Reddit and Quora have roughly 4x higher citation rates than those with minimal activity on those platforms.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The pattern is consistent: AI systems don’t just look at the brand’s own website. They look at how the brand shows up across the web. The ecosystem of third-party mentions, reviews, discussions, and editorial coverage surrounding a brand is as important as the brand’s own content.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch2>\u003Cspan style=\"font-size: 14pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>The Two-Layer Visibility Problem\u003C\u002Fstrong>\u003C\u002Fspan>\u003C\u002Fh2>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The landscape in 2026 gets interesting when you look at where brands are actually investing. AI visibility operates on two layers simultaneously, and most brands are only working on one of them.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The first layer is on-site: the brand’s own website content. Content structure, clarity, depth, freshness, and technical accessibility all influence whether an AI system can retrieve and use the content effectively. Research from Growth Memo found that 44.2% of all LLM citations come from the first 30% of a page’s text, which means content structure and front-loading key information directly affects citation probability. AirOps found that ChatGPT only cites 15% of the pages it retrieves, meaning 85% of content that gets pulled into the model’s processing never makes it into the final answer.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The second layer is off-site: how the brand appears across the third-party sources that AI systems trust. Reddit threads, YouTube videos, LinkedIn posts, Wikipedia references, review platform profiles, editorial coverage in industry publications, and brand mentions in forums and communities. This is the layer the Peec AI data highlights. The most-cited domains in AI search are overwhelmingly third-party platforms, not brand-owned websites. The brands getting cited are the ones showing up consistently across these external sources.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">Most brands have invested heavily in the first layer (their own content) while underinvesting in the second layer (their presence across the third-party sources AI actually prefers). The Peec AI data suggests that rebalancing that investment is one of the highest-leverage moves available.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch2>\u003Cspan style=\"font-size: 14pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>Where Link Building and Digital PR Fit\u003C\u002Fstrong>\u003C\u002Fspan>\u003C\u002Fh2>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The connection between traditional \u003C\u002Fspan>\u003Ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-primary-blue-600 hover:underline\" href=\"https:\u002F\u002Fnobsmarketplace.com\u002Flink-building\">\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">link building\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\"> and AI visibility is becoming clearer with every new study. The SE Ranking finding that sites with 32,000+ referring domains are 3.5x more likely to be cited by ChatGPT points directly at backlink profiles as an AI visibility signal. The Peec AI data showing editorial publications like Forbes and TechRadar among the top cited domains reinforces the value of \u003C\u002Fspan>\u003Ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-primary-blue-600 hover:underline\" href=\"https:\u002F\u002Fnobsmarketplace.com\u002Fdigital-pr\">\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">digital PR\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\"> placements on authoritative sites.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">But the data also suggests that the type of link building matters more than it used to. Getting a backlink on a high-DA site that AI systems don’t cite doesn’t help AI visibility. Getting a mention or placement on a site that AI systems actively pull from (Reddit, LinkedIn, YouTube, G2, industry-specific publications) does. \u003C\u002Fspan>\u003Ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-primary-blue-600 hover:underline\" href=\"https:\u002F\u002Fnobsmarketplace.com\u002Fguest-posting\">\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">Guest posting\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\"> on the publications that show up in AI citation data, earning editorial coverage through digital PR campaigns that land on sites AI trusts, and building a presence on the review platforms and discussion forums that LLMs retrieve from are all direct inputs to AI citation probability.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The Stacker research from December 2025 quantified part of this: distributing content to a wide range of publications can increase AI citations by up to 325% compared to publishing only on your own site. Earned media coverage across trusted third-party sources feeds the second visibility layer that most brands are underinvesting in.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch2>\u003Cspan style=\"font-size: 14pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>The Multi-Platform Reality\u003C\u002Fstrong>\u003C\u002Fspan>\u003C\u002Fh2>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The SE Ranking AI traffic data from a recent NO-BS blog post showed Gemini’s referral traffic growing at 47% per month while ChatGPT’s declined at 8% per month. The Peec AI data shows different platforms citing different sources. The Writesonic study showed different models within the same platform citing almost entirely different sources.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The combined picture in March 2026 is that AI visibility has become a multi-platform, multi-model challenge where no single optimization approach covers everything. The brands building AI visibility that holds up across platforms are the ones investing in the foundation that all AI systems draw from: authoritative backlinks, consistent brand presence across trusted third-party platforms, strong review profiles, and content that’s structured for AI retrieval.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The platform-specific rankings will keep shifting. What gets a brand cited in Perplexity today may differ from what gets it cited in Gemini next quarter. The authority foundation underneath is what stays constant.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">Peec AI study: analysis of 30 million sources across ChatGPT, Google AI Mode, Gemini, Perplexity, and AI Overviews, March 2026.\u003C\u002Fspan>\u003C\u002Fp>","How LLM tools cite brands? Answer is a bit complex, but digital PR and high authority seem to lead the way","https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fuploads\u002Ffeatured-images\u002Fimage-apr-2-2026-09-48-17-am-20260402074850-MmACyW63.png","AI Visibility in 2026: How Brands Cited by LLM Tools","Are you curious about how to get cited by AI tools in 2026? Answer is data-based blog post. Take a look!",1345,"2026-04-02T07:37:11.000000Z","2026-04-02T07:51:23.000000Z","2026-04-03T07:27:39.000000Z",{"id":37,"name":50,"email":51,"about":23,"avatar":52,"created_at":53,"updated_at":23,"deleted_at":23},[74],{"id":75,"name":76,"slug":77,"created_at":78,"updated_at":78,"deleted_at":23,"pivot":79},23,"AI","ai","2026-03-10T11:18:29.000000Z",{"blog_id":60,"category_id":75},{"id":81,"author_id":37,"title":82,"slug":83,"content":84,"short_summary":85,"featured_image":86,"status":14,"meta_title":87,"meta_description":88,"canonical_url":23,"keywords":23,"blog_type":17,"is_featured":18,"word_count":89,"published_at":90,"created_at":91,"updated_at":91,"deleted_at":23,"author":92,"categories":93},314,"The “Global Spanish” Problem in AI Search: Why LLMs Can’t Tell Spanish-Speaking Markets Apart","global-spanish-problem-ai-search-visibility","\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">Ask a chatbot in Spanish how to file your taxes and watch what happens. The response is grammatically correct, well structured, and seemingly helpful. Then in one bullet point it casually lists RFC, NIF, and SSN together, mixing Mexico’s tax ID, Spain’s tax ID, and America’s Social Security Number as if they were interchangeable items on a shopping list.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The model can’t determine which Spanish-speaking market the user is in. So instead of giving the right answer for one country, it hedges by blending references from multiple countries into a single response that works for none of them. Linguists have a term for the underlying issue: Digital Linguistic Bias (Sesgo Linguistico Digital). Research published in Lengua y Sociedad documented how the uneven distribution of Spanish varieties in training corpora produces chatbot responses that ignore specific dialectal varieties and sociocultural contexts. The bias is structural, baked into the training data itself.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The result is answers that mix countries, regulations, and context into something no user can actually use. In AI search, where there’s one synthesized answer instead of ten blue links to choose from, that blending creates real problems for search performance, trust, and conversion.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch2>\u003Cspan style=\"font-size: 1.5em; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">Spanish Is 20+ Markets, Not One Language Toggle\u003C\u002Fspan>\u003C\u002Fh2>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">Spain and Latin America don’t just differ in slang. They’re distinct in what decides whether a page converts, whether a brand is trusted, and whether an answer is even legally usable.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The differences span regulators (Hacienda vs SAT), legal terms (NIF vs RFC), currencies (EUR vs MXN), number formatting (period vs comma decimals), tone and social distance (tu\u002Fvosotros vs usted\u002Fustedes), commercial norms (payment rails, installment culture, shipping expectations), and even search intent, where the same query can map to different products or categories depending on the country.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">Every international SEO practitioner knows these differences affect everything from indexing to conversion. In traditional search, Google shows 10 blue links and lets the user self-correct if the results skew toward the wrong market. In generative search, the model collapses those results into a single synthesized answer and chooses what counts as authoritative. If the context signals are ambiguous, the model improvises. And when it improvises for Spanish, it produces “Global Spanish,” a blend that doesn’t belong to any real market.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">Spain represents a minority of the world’s Spanish speakers, yet it’s often overrepresented in the digital corpora and institutional sources that shape what models treat as default Spanish. Latin America received only 1.12% of global AI investment despite contributing 6.6% of global GDP. The result is predictable: the model’s most confident Spanish tends to sound geographically specific to Spain or Mexico, even when the user didn’t ask for that geography. A well-written product page from a Colombian SaaS company competes for model attention against decades of accumulated Peninsular Spanish web content and often loses.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch2>\u003Cspan style=\"font-size: 1.5em; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>Three Ways LLMs Break Spanish for SEO\u003C\u002Fstrong>\u003C\u002Fspan>\u003C\u002Fh2>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The cultural blind spots cluster into three predictable failure patterns, each with direct consequences for search performance, trust, and conversion.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch3>Dialect Defaulting\u003C\u002Fh3>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>Dialect defaulting\u003C\u002Fstrong> is the most visible. When an LLM generates Spanish, it gravitates toward a default variant, usually Mexican for vocabulary, sometimes Peninsular for grammar. It doesn’t announce the choice. Testing has shown that models consistently default to the most globally popular translation even after explicit context-setting prompts. A study evaluating nine LLMs across seven Spanish varieties confirmed the pattern: Peninsular Spanish was the variant best identified by all models, while other varieties were frequently misclassified or collapsed into a generic register.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">Dialect defaulting goes far beyond pronoun mismatch. Vocabulary (coche\u002Fcarro\u002Fauto), product categorization (zapatillas\u002Ftenis), idiomatic expressions, formality register, and the cultural assumptions embedded in every sentence all differ across markets. A product page that sounds like it was written for Spain signals to a Mexican user that the content wasn’t made for their market. In AI discovery, those signals compound. The model learns to associate the content with “outsider” markers and may select other sources for the answer.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch3>Format Contamination\u003C\u002Fh3>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>Format contamination\u003C\u002Fstrong> is less visible but arguably more damaging. Mexican Spanish (es-MX) uses a period as decimal separator (1,234.56), but if a system lacks specific es-MX locale data and falls back to generic “es,” it applies European formatting (1.234,56). The number 1.250 could mean one thousand two hundred fifty or one-point-two-five-zero, depending on which locale the system defaults to.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">When the wrong market default propagates into AI summaries, it affects product answers, generative search snippets, customer support scripts, and pricing explanations. The errors are subtle enough that they don’t get flagged as hallucinations but significant enough to confuse users and kill conversions.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch3>Legal and Regulatory Hallucination\u003C\u002Fh3>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>Legal and regulatory hallucination\u003C\u002Fstrong> is where the problem gets dangerous. Spain operates under the EU’s GDPR and its national LOPDGDD. Argentina has its Habeas Data law. Colombia has its own framework. Chile is updating its personal data legislation. Mexico has its own federal privacy law. An LLM that treats “Spanish-speaking” as a single legal context might answer a privacy question from Madrid by citing Mexican regulators, or advise a Colombian business on using Spanish consumer protection law. The output reads confidently but is legally fictional. In YMYL verticals (finance, health, legal, insurance), these errors erode the E-E-A-T signals that Google relies on, and may result in content being excluded from AI-generated answers entirely.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch2>\u003Cspan style=\"font-size: 1.5em; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>Geo-Identification Failures Compound Everything\u003C\u002Fstrong>\u003C\u002Fspan>\u003C\u002Fh2>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">In traditional international SEO, the main concern was routing: make sure Google shows the right URL to the right user. In AI-mediated discovery, the failure shifts upstream. If the system misidentifies geography, it retrieves the wrong market context entirely. “Spanish” then becomes a coin toss between Spain’s defaults and Latin America’s realities.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">AI systems treat language as a proxy for geography. A Spanish query could represent Mexico, Colombia, or Spain, and without explicit signals, the model lumps them together. Hreflang, already one of the most complex and fragile signals in traditional SEO where it was always advisory rather than deterministic, appears even less influential in AI synthesis. LLMs don’t actively interpret hreflang during response generation. They ground responses based on semantic relevance and authority signals.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The practical consequence: content that doesn’t clearly signal its geographic and regulatory context through the content itself (not just through technical tags) is more likely to be misclassified, blended with content from other markets, or passed over entirely in favor of sources that are unambiguous about where they belong.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch2>\u003Cspan style=\"font-size: 1.5em; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>The Tokenization Tax\u003C\u002Fstrong>\u003C\u002Fspan>\u003C\u002Fh2>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">There’s also a structural cost disadvantage for Spanish content in AI systems. The Spanish word “desarrollador” requires four tokens while the English word “developer” needs just one. Analysis by Sngular found that a typical technical paragraph in Spanish consumes roughly 59% more tokens than the same content in English, leading to higher API costs, reduced context windows, and degraded output quality. The systemic cost on non-English content compounds across every interaction, creating an economic bias that reinforces the English-centric cycle.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch2>\u003Cspan style=\"font-size: 1.5em; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>The Self-Reinforcing Loop\u003C\u002Fstrong>\u003C\u002Fspan>\u003C\u002Fh2>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The combined effect creates a cycle that feeds itself. The most-resourced market version (typically US English) accumulates the strongest authority signals, gets retrieved more often, and progressively absorbs the localized versions. Spanish pages receive fewer retrieval opportunities, weaker engagement signals, and eventually become less visible to AI systems altogether.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">In generative search, being retrievable and being selected are different things. The margin for error has collapsed. A single Spanish site often underperforms because it doesn’t clearly signal a specific market. Generic Spanish signals low confidence, and models avoid low confidence when they’re producing a single synthesized answer.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch2>\u003Cspan style=\"font-size: 1.5em; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">\u003Cstrong>What to Do About It\u003C\u002Fstrong>\u003C\u002Fspan>\u003C\u002Fh2>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">For brands operating across Spanish-speaking markets, the response requires making geographic and regulatory context explicit within the content itself rather than relying on technical signals alone.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">Content targeting specific Spanish-speaking markets should use market-specific vocabulary, formatting conventions, regulatory references, and cultural context throughout. Not as a translation exercise but as native content production. If a page targets Mexico, it should reference SAT (not Hacienda), use Mexican peso formatting, and reflect Mexican commercial norms. The content should be unambiguous about where it belongs so that an AI system reading it can confidently associate it with the right market.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">For \u003C\u002Fspan>\u003Ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-primary-blue-600 hover:underline\" href=\"https:\u002F\u002Fnobsmarketplace.com\u002Flink-building\">\u003Cspan style=\"font-size: 12pt; color: rgb(79, 129, 189); font-family: Calibri, sans-serif;\">link building\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\"> and \u003C\u002Fspan>\u003Ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-primary-blue-600 hover:underline\" href=\"https:\u002F\u002Fnobsmarketplace.com\u002Fdigital-pr\">\u003Cspan style=\"font-size: 12pt; color: rgb(79, 129, 189); font-family: Calibri, sans-serif;\">digital PR\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\"> strategy in Spanish-speaking markets, the implication is that building authority from country-specific sources carries more weight than building generic “Spanish language” authority. Links and mentions from Mexican publications strengthen a brand’s association with the Mexican market in ways that links from Spanish or Argentine publications don’t. AI systems that can’t reliably tell markets apart from language alone use the authority ecosystem around a piece of content as a contextual signal. If a page about Mexican financial services is linked to primarily by Mexican financial publications, the model has more reason to associate it with Mexico specifically rather than defaulting to “Spanish-speaking” generically.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-primary-blue-600 hover:underline\" href=\"https:\u002F\u002Fnobsmarketplace.com\u002Fguest-posting\">\u003Cspan style=\"font-size: 12pt; color: rgb(79, 129, 189); font-family: Calibri, sans-serif;\">Guest posting\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\"> on country-specific publications within each target market, earning coverage from market-relevant media outlets, and building \u003C\u002Fspan>\u003Ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-primary-blue-600 hover:underline\" href=\"https:\u002F\u002Fnobsmarketplace.com\u002Flink-insertion\">\u003Cspan style=\"font-size: 12pt; color: rgb(79, 129, 189); font-family: Calibri, sans-serif;\">link insertion\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\"> placements on sites that are unambiguously associated with a specific country all help AI systems correctly identify where the content belongs and who it’s for.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 12pt; color: rgb(0, 0, 0); font-family: Calibri, sans-serif;\">The Global Spanish problem won’t be solved by technical SEO tags alone. It requires content and authority building that’s market-specific from the ground up, so that AI systems don’t have to guess which Spanish-speaking country a page is talking about.\u003C\u002Fspan>\u003C\u002Fp>","AI search seems to be struggling to understand queries made in Spanish, mainly because the language isn't just spoken in Spain. Instead, it tends to return information from sources from other Spanish-speaking countries--including the United States, where Spanish is spoken by over a tenth of the population. What's a Spanish-speaking website to do amid all this?","https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fuploads\u002Ffeatured-images\u002Fjorono-international-2681322-1280-20260401111159-DmjGdnk0.jpg","LLMs Are Struggling Telling Spanish-Based Queries Apart","AI search has a problem regarding Spanish queries: it can't reliably tell from which Spanish-speaking country it should retrieve relevant info. Learn more here.",1495,"2026-04-01T19:30:00.000000Z","2026-04-01T11:31:00.000000Z",{"id":37,"name":50,"email":51,"about":23,"avatar":52,"created_at":53,"updated_at":23,"deleted_at":23},[94,96,101,106,108,114],{"id":31,"name":32,"slug":17,"created_at":28,"updated_at":28,"deleted_at":23,"pivot":95},{"blog_id":81,"category_id":31},{"id":97,"name":98,"slug":99,"created_at":28,"updated_at":28,"deleted_at":23,"pivot":100},2,"Digital Marketing","digital-marketing",{"blog_id":81,"category_id":97},{"id":102,"name":103,"slug":104,"created_at":28,"updated_at":28,"deleted_at":23,"pivot":105},4,"Content Marketing","content-marketing",{"blog_id":81,"category_id":102},{"id":8,"name":56,"slug":57,"created_at":28,"updated_at":28,"deleted_at":23,"pivot":107},{"blog_id":81,"category_id":8},{"id":109,"name":110,"slug":111,"created_at":112,"updated_at":112,"deleted_at":23,"pivot":113},15,"Industry News","industry-news","2026-02-10T11:18:29.000000Z",{"blog_id":81,"category_id":109},{"id":75,"name":76,"slug":77,"created_at":78,"updated_at":78,"deleted_at":23,"pivot":115},{"blog_id":81,"category_id":75},{"id":117,"author_id":8,"title":118,"slug":119,"content":120,"short_summary":121,"featured_image":122,"status":14,"meta_title":118,"meta_description":123,"canonical_url":23,"keywords":23,"blog_type":17,"is_featured":44,"word_count":124,"published_at":125,"created_at":126,"updated_at":126,"deleted_at":23,"author":127,"categories":128},313,"The Beginner’s Guide to Link Building—Now Updated for 2026","beginner-link-building-guide","\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Link building is one of the linchpins of modern SEO, alongside quality content and keyword research. You can’t have a serious discussion about SEO, let alone claim that you’re doing it, without knowing about this. This is because links have been an indispensable part of the doctrine since the days of PageRank.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">In fact, PageRank is responsible for introducing links as the new “votes of confidence” for a website. Keywords can be spammed to trick search engine algorithms, and Pulitzer-worthy content won’t matter if it can’t be seen. While links have their flaws, they’re a more reliable way to vouch for the content, and the website’s credibility.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">That said, like everything else in SEO, link building is no walk in the park. One mistake risks a website’s hard-earned traffic plummeting to near zero, if not to zero. If you’re reading this before getting into link building, this guide will teach you everything there is to know.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch2>\u003Cspan style=\"font-size: 1.5em; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">The Many Ways to Build Links\u003C\u002Fspan>\u003C\u002Fh2>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">One important thing to remember is that link building isn’t a single process. Much like SEO in general, it’s a system of strategies and techniques working together to deliver favorable results. So when you say, “I want to do link building,” the next question is “How?”\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">There are several techniques to choose from. Better yet, consider doing as many of these as possible to increase the chances of ranking or getting mentioned in AI summaries.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch3>\u003Cspan style=\"font-size: 1.25em; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Guest Posting\u003C\u002Fspan>\u003C\u002Fh3>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Guest posting (also called guest blogging) is exactly as it says: create your content and get it published on a website other than your own. The publisher website can range from news sites (e.g., \u003C\u002Fspan>\u003Ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-primary-blue-600 hover:underline\" href=\"http:\u002F\u002FForbes.com\">\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Forbes.com\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">, local news sites) to niche or industry blogs.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Guest posting is an effective way of building backlinks and credibility for your site. For one, publishers uphold a standard of quality to avoid losing readers, so they screen any content before uploading. This prompts submissions to play by the rules, such as avoiding a salesy tone or prohibiting AI-generated content.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">As for backlinks, few proofs of credibility hold more weight than your article or blog post being cited or published on a well-known site. That says a lot, especially in an era where misinformation is as common as the common cold. This doesn’t necessarily mean your take is right, but it’s worth considering in a serious discussion.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Not all websites offer guest posting opportunities, and some that do maintain a high bar of entry. As such, link building tip #1 is to \u003Cstrong>never limit your options to well-known websites\u003C\u002Fstrong>. You’ll find other sites that are just as authoritative in your industry or niche, if not more.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">To find these opportunities, start by entering any of these queries into the search engine:\u003C\u002Fspan>\u003C\u002Fp>\u003Cblockquote>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">[niche keyword] + [“write for us”]\u003Cbr>[niche keyword] + [“guest post]\u003Cbr>[niche keyword] + [“contribute”]\u003Cbr>[niche keyword] + [“submit an article”]\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fblockquote>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">For example, below are the results for the query: “seo write for us.”\u003C\u002Fspan>\u003C\u002Fp>\u003Cfigure data-type=\"image\" data-align=\"center\" style=\"display: inline-block; max-width: 100%; margin-left: auto; margin-right: auto;\">\u003Cimg class=\"max-w-full h-auto rounded-lg\" src=\"https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fuploads\u002Fblog-images\u002Ffireshot-capture-081-seo-write-for-us-google-search-wwwgooglecom-20260331061218-L4qUehfM.png\" data-align=\"center\" style=\"display: block; margin-left: auto; margin-right: auto;\">\u003C\u002Ffigure>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">You may notice that none of the top results are from well-known publishers such as The New York Times or CNN. One reason is that SEO is a rarely discussed topic among news sites compared to, say, health and politics. All the more reason you’re better off focusing your efforts on SEO blogs and websites.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Next, you have to examine the candidates thoroughly. The last thing you want is to get your post published on a site that has no clear editorial guidelines or, worse,\u003C\u002Fspan>\u003Ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-primary-blue-600 hover:underline\" href=\"https:\u002F\u002Fnobsmarketplace.com\u002Fblog\u002Fhow-black-hat-link-building-will-destroy-your-seo\">\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\"> \u003C\u002Fspan>\u003Cspan style=\"font-size: 11pt; color: rgb(17, 85, 204); font-family: Arial, sans-serif;\">\u003Cu>wears a black hat\u003C\u002Fu>\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">. That’s a good way to be slapped with a penalty and make recovery a pain.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">There’s no limit on how many guest posts you can have. However, publishers often require content to be unique, meaning the piece hasn’t been published anywhere. The best way to approach this is to cover as many topics in the niche as possible.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Once you’ve shortlisted your publishers, you then have to write a good pitch to catch their interest. Keep in mind that there are humans behind those websites—and they’re no fans of being treated as another recipient in a mass email. Link building tip #2 is to \u003Cstrong>make sure every pitch is highly personalized\u003C\u002Fstrong>, which should at least include: (1)\u003C\u002Fspan>\u003C\u002Fp>\u003Cul>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">A subject line that mentions what the publisher will get out of your content\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">A reference to one of the publisher’s articles and why it resonated with you\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">A proposition on how your content can benefit the publisher’s reader base\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">A few samples of your past work to further establish your credibility on the topic\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">An explanation of your methods of promoting your post once it’s published\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003C\u002Ful>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Unless the publisher’s guidelines state otherwise, you don’t need to attach a working draft to your pitch email. Send the idea first, then write the post when the publisher approves it.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch3>\u003Cspan style=\"font-size: 1.25em; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Content Creation\u003C\u002Fspan>\u003C\u002Fh3>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Content forms the heart of any link building strategy, and SEO in general. Without quality content to carry your links, getting your brand out there will be a steep climb.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Google defines quality content as having three characteristics. (2)\u003C\u002Fspan>\u003C\u002Fp>\u003Cfigure data-type=\"image\" data-align=\"left\" style=\"display: inline-block; max-width: 100%; margin-left: 0px; margin-right: auto;\">\u003Cimg class=\"max-w-full h-auto rounded-lg\" src=\"https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fuploads\u002Fblog-images\u002Fpicture16-20260331061248-AeqnQsqW.png\" data-align=\"left\">\u003C\u002Ffigure>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">If this sounds vague, you aren’t the only one. Websites struggle to create content that gives the results they want to see because specifics are scarce. The closest we have is Google’s E-E-A-T criteria, but it’s just as ambiguous.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Because of this, link building tip #3 is to \u003Cstrong>not sweat over the quality criteria too much. \u003C\u002Fstrong>We can spend the whole day talking about what passes as “quality content” for search, but we won’t get any closer to the exact criteria. That doesn’t mean we can’t do something.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">If search engines demand quality content, I can’t think of anything that comes closer than\u003C\u002Fspan>\u003Ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-primary-blue-600 hover:underline\" href=\"https:\u002F\u002Fnobsmarketplace.com\u002Fblog\u002Fwant-your-content-to-rank-think-like-a-journalist\">\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\"> \u003C\u002Fspan>\u003Cspan style=\"font-size: 11pt; color: rgb(17, 85, 204); font-family: Arial, sans-serif;\">\u003Cu>taking a page from journalists\u003C\u002Fu>\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">. After all, their profession holds them in high standard when reporting: the two-source rule, unbiased writing, and even taking responsibility for errors. Granted, not all of their rules are applicable, but many others are, such as: (3)\u003C\u002Fspan>\u003C\u002Fp>\u003Cul>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Prioritize original research whenever possible\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Provide accessible links to all used references\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Say no to plagiarism, always attribute sources\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Allot time to respond to questions from readers\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003C\u002Ful>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">In addition, given the rise of AI, I’d want you to take to heart link building tip #4: \u003Cstrong>Resist the urge to leave the writing process to AI. \u003C\u002Fstrong>This doesn’t mean you can’t use AI writing tools, as they can make the process more efficient when used correctly. People still want to see a human speaking to them through the article or blog post.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">If you aren’t confident about your writing or don’t have the time or resources, an alternative is to outsource it to a service that offers\u003C\u002Fspan>\u003Ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-primary-blue-600 hover:underline\" href=\"https:\u002F\u002Fnobsmarketplace.com\u002Fguest-posting\">\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\"> \u003C\u002Fspan>\u003Cspan style=\"font-size: 11pt; color: rgb(17, 85, 204); font-family: Arial, sans-serif;\">\u003Cu>quality guest posting\u003C\u002Fu>\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">. There’s no shame in leaving the writing to a professional human, especially when your content impacts one’s finances, health, or safety (called Your Money Your Life content).\u003C\u002Fspan>\u003C\u002Fp>\u003Ch3>\u003Cspan style=\"font-size: 1.25em; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Link Placement\u003C\u002Fspan>\u003C\u002Fh3>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Now that you have your winning content, you need to put some links to start leading traffic to your site. Needless to say, you can’t just make every word in your article or post a link. It doesn’t just look or feel wrong—it \u003Cem>is \u003C\u002Fem>wrong.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">While there’s no exact ideal number of links for a post, the default is usually one of each:\u003C\u002Fspan>\u003C\u002Fp>\u003Cul>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Link from your own website\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Link from the publisher’s site\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Link from a high-authority site\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003C\u002Ful>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">You can afford to be flexible with this setup, adding more links as the content calls for it. However, keep in mind that link equity (also known as “link juice”) dilutes with every link added. Think of it like pouring a pitcher full of fresh juice into glasses. Every glass added reduces the amount of juice each glass gets.\u003C\u002Fspan>\u003C\u002Fp>\u003Cfigure data-type=\"image\" data-align=\"left\" style=\"display: inline-block; max-width: 100%; margin-left: 0px; margin-right: auto;\">\u003Cimg class=\"max-w-full h-auto rounded-lg\" src=\"https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fuploads\u002Fblog-images\u002Fpicture17-20260331061326-m6UILl4V.png\" data-align=\"left\">\u003C\u002Ffigure>\u003Cp style=\"text-align: center;\">\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">\u003Cem>Figure A: One link from a high-authority website being linked by three pages\u003C\u002Fem>\u003C\u002Fspan>\u003Cbr>\u003Cbr>\u003C\u002Fp>\u003Cfigure data-type=\"image\" data-align=\"left\" style=\"display: inline-block; max-width: 100%; margin-left: 0px; margin-right: auto;\">\u003Cimg class=\"max-w-full h-auto rounded-lg\" src=\"https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fuploads\u002Fblog-images\u002Fpicture18-20260331061352-qWXUxNJu.png\" data-align=\"left\">\u003C\u002Ffigure>\u003Cp style=\"text-align: center;\">\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">\u003Cem>Figure B: One link from a high-authority website linked by four pages\u003C\u002Fem>\u003C\u002Fspan>\u003C\u002Fp>\u003Cp style=\"text-align: center;\">\u003C\u002Fp>\u003Cfigure data-type=\"image\" data-align=\"left\" style=\"display: inline-block; max-width: 100%; margin-left: 0px; margin-right: auto;\">\u003Cimg class=\"max-w-full h-auto rounded-lg\" src=\"https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fuploads\u002Fblog-images\u002Fpicture19-20260331061412-ynop7yqx.png\" data-align=\"left\">\u003C\u002Ffigure>\u003Cp style=\"text-align: center;\">\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">\u003Cem>Figure C: Same as Figure B but with subpages\u003C\u002Fem>\u003C\u002Fspan>\u003C\u002Fp>\u003Cp style=\"text-align: left;\">\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">The diagrams above also show that using the same high-authority link for multiple pages decreases its value. For that, link building tip #5 is to \u003Cstrong>diversify your links and make sure they’re relevant to your content\u003C\u002Fstrong>. Otherwise, you risk your page getting flagged for spam.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">As for where to place your links, Google prefers them to be surrounded by the right context to make it natural. NO-BS Marketplace is an SEO provider, so it wouldn’t make sense for it to link its pages to articles about, say, choosing the right running shoes.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Some experts advise placing links above the fold (the part of the content that renders first). While it helps with engagement, it shouldn’t be a priority unless it’s the right place for your link. Even then, you’d want to spread your other links across the body to make it look more like a genuine read and less like an old-fashioned link scheme.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch3>\u003Cspan style=\"font-size: 1.25em; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Link Reclamation\u003C\u002Fspan>\u003C\u002Fh3>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Link building doesn’t end with your content going live. Over time, links may become broken or lead to a different page for reasons like the domain expiring or the content being deleted. Sometimes, it can happen within weeks. Other times, in years.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">It’s important to keep the link juice flowing to maintain your page’s ranking, which is where link reclamation comes in. As the term suggests, it involves reclaiming or recovering links lost to URL errors and other issues. The most common of these, of course, is the 404 error.\u003C\u002Fspan>\u003C\u002Fp>\u003Cfigure data-type=\"image\" data-align=\"left\" style=\"display: inline-block; max-width: 100%; margin-left: 0px; margin-right: auto;\">\u003Cimg class=\"max-w-full h-auto rounded-lg\" src=\"https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fuploads\u002Fblog-images\u002Ffireshot-capture-082-404-page-not-found-no-bs-marketplace-nobsmarketplacecom-20260331061446-tbKUu3PY.png\" data-align=\"left\">\u003C\u002Ffigure>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Simply put, a 404 error typically occurs when there’s a typo in the URL. In the example above, I wanted to go to the NO-BS Marketplace blog but typed too many characters.\u003C\u002Fspan>\u003C\u002Fp>\u003Cul>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">\u003Cstrong>Incorrect: \u003C\u002Fstrong>\u003C\u002Fspan>\u003Ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-primary-blue-600 hover:underline\" href=\"https:\u002F\u002Fnobsmarketplace.com\u002Fblogs\">\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">https:\u002F\u002Fnobsmarketplace.com\u002Fblogs\u003C\u002Fspan>\u003C\u002Fa>\u003C\u002Fp>\u003C\u002Fli>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">\u003Cstrong>Correct: \u003C\u002Fstrong>\u003C\u002Fspan>\u003Ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-primary-blue-600 hover:underline\" href=\"https:\u002F\u002Fnobsmarketplace.com\u002Fblog\">\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">https:\u002F\u002Fnobsmarketplace.com\u002Fblog\u003C\u002Fspan>\u003C\u002Fa>\u003C\u002Fp>\u003C\u002Fli>\u003C\u002Ful>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Google doesn’t penalize such errors, as they’re normal occurrences on the Web. However, too much of it can impact user experience, which \u003Cem>is \u003C\u002Fem>a ranking factor. Visitors can be upset when a link they expect to have the answers they need doesn’t work.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Moreover, a 404 error can be an indication that the URL might be too difficult to remember. It may be too long or contain patterns that aren’t exactly worth noting (e.g., alphanumeric combinations). Consider making the link shorter by keeping important keywords in the URL string instead of copying the content’s entire title.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Other forms of link reclamation include:\u003C\u002Fspan>\u003C\u002Fp>\u003Cul>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">\u003Cstrong>Restoring removed links: \u003C\u002Fstrong>If you notice that links in your guest posts are missing, there may be issues on the publisher’s end. Reach out to the publisher and kindly ask for ways on how they can be restored.\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">\u003Cstrong>Unlinked mentions: \u003C\u002Fstrong>Some pieces of content may have attributed information to your content but lack links. You can find such posts by setting up Google Alerts to inform you as soon as it stumbles upon one.\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">\u003Cstrong>Redirecting outdated links: \u003C\u002Fstrong>A 301 redirect is valuable in leading traffic away from the outdated or deleted page to the new one. This way, the former’s ranking power gets passed to the latter.\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003C\u002Ful>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">But here’s the kicker. Joshua Hardwick, head of content at Ahrefs, said (to be accurate, his boss, CMO Tim Soulo, did) that there’s no reclaiming a link if it never had one to begin with. This is why it’s important to have links from the get-go. (4)\u003C\u002Fspan>\u003C\u002Fp>\u003Ch3>\u003Cspan style=\"font-size: 1.25em; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Digital PR\u003C\u002Fspan>\u003C\u002Fh3>\u003Cp>\u003Ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-primary-blue-600 hover:underline\" href=\"https:\u002F\u002Fnobsmarketplace.com\u002Fdigital-pr\">\u003Cspan style=\"font-size: 11pt; color: rgb(17, 85, 204); font-family: Arial, sans-serif;\">\u003Cu>Digital PR\u003C\u002Fu>\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\"> is a step above guest posting. While it still involves creating content, the target audience leans more on journalists and editorial teams than the general public. By giving them the information they seek, your brand can get mentioned in their report.\u003C\u002Fspan>\u003C\u002Fp>\u003Cfigure data-type=\"image\" data-align=\"left\" style=\"display: inline-block; max-width: 100%; margin-left: 0px; margin-right: auto;\">\u003Cimg class=\"max-w-full h-auto rounded-lg\" src=\"https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fuploads\u002Fblog-images\u002Ffireshot-capture-083-jacksonville-dental-practice-now-offers-same-day-crowns-eliminatin-wwwprnewswirecom-20260331061519-pgFTzgtm.png\" data-align=\"left\">\u003C\u002Ffigure>\u003Cp style=\"text-align: center;\">\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">\u003Cem>News content provided by a dental clinic in Jacksonville, FL, with links to their pages\u003C\u002Fem>\u003C\u002Fspan>\u003C\u002Fp>\u003Cp style=\"text-align: left;\">\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Digital PR is different from guest posting in a number of ways. Unlike the latter, it’s more difficult to get a reporter to use your piece for their report. One reason is that journalism typically prioritizes unbiased sources, such as academic journals and statements from local or federal authorities.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">This doesn’t mean they’re above using digital PR content. If your content can answer a burning question or is timely enough (e.g., dental care for kids during Halloween), it may find itself mentioned in a news article before long.\u003C\u002Fspan>\u003Ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" class=\"text-primary-blue-600 hover:underline\" href=\"https:\u002F\u002Fbacklinko.com\u002Fhub\u002Fseo\u002Foriginal-research\">\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\"> \u003C\u002Fspan>\u003Cspan style=\"font-size: 11pt; color: rgb(17, 85, 204); font-family: Arial, sans-serif;\">\u003Cu>Providing original research\u003C\u002Fu>\u003C\u002Fspan>\u003C\u002Fa>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\"> may even help increase its chances of such.\u003C\u002Fspan>\u003C\u002Fp>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">There’s more to digital PR than producing newsworthy content. Building relationships with journalists, niche experts, or influencers is just as crucial in earning high-quality backlinks.\u003C\u002Fspan>\u003C\u002Fp>\u003Ch2>\u003Cspan style=\"font-size: 1.5em; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Wrapping Up\u003C\u002Fspan>\u003C\u002Fh2>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Start your link building strategy with the following tips mentioned:\u003C\u002Fspan>\u003C\u002Fp>\u003Col>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Never limit your options for publishers to well-known websites.\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Make your content pitches personalized, not mere copy-pastes.\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Content quality may be key, but don’t stress over it too much.\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">AI tools should augment your writing, not do the entire process.\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003Cli>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Use a variety of links according to their relevance to your content.\u003C\u002Fspan>\u003C\u002Fp>\u003C\u002Fli>\u003C\u002Fol>\u003Cp>\u003Cspan style=\"font-size: 11pt; color: rgb(0, 0, 0); font-family: Arial, sans-serif;\">Link building may be hard at first, but nothing stays harder as you build experience. No matter the kind of content, links are necessary for search visibility.\u003C\u002Fspan>\u003C\u002Fp>","Going into link building with little to no idea how to do it properly? Fortunately, this beginner's guide will help get you on the right path. Learn the basics of link building, from creating high-quality guest posts to building solid partnerships with people who can help advance your brand.","https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fuploads\u002Ffeatured-images\u002Fparveender-backlinks-7791387-1280-20260331060718-9bLT4OA5.jpg","Learn the basics of proper link building, from creating quality guest posts to building relationships with the media and niche experts.",2032,"2026-03-31T14:16:00.000000Z","2026-03-31T06:16:42.000000Z",{"id":8,"name":25,"email":26,"about":16,"avatar":27,"created_at":28,"updated_at":28,"deleted_at":23},[129,131,133,139],{"id":31,"name":32,"slug":17,"created_at":28,"updated_at":28,"deleted_at":23,"pivot":130},{"blog_id":117,"category_id":31},{"id":8,"name":56,"slug":57,"created_at":28,"updated_at":28,"deleted_at":23,"pivot":132},{"blog_id":117,"category_id":8},{"id":134,"name":135,"slug":136,"created_at":137,"updated_at":137,"deleted_at":23,"pivot":138},7,"Guides","guide","2025-10-26T11:10:25.000000Z",{"blog_id":117,"category_id":134},{"id":140,"name":141,"slug":142,"created_at":143,"updated_at":143,"deleted_at":23,"pivot":144},8,"Link Building","link-building","2025-10-26T11:10:26.000000Z",{"blog_id":117,"category_id":140},[146,151,166],{"id":60,"author_id":37,"title":61,"slug":62,"featured_image":65,"published_at":69,"short_summary":64,"word_count":68,"author":147,"categories":148},{"id":37,"name":50,"avatar":52,"email":51},[149],{"id":75,"name":76,"pivot":150},{"blog_id":60,"category_id":75},{"id":81,"author_id":37,"title":82,"slug":83,"featured_image":86,"published_at":90,"short_summary":85,"word_count":89,"author":152,"categories":153},{"id":37,"name":50,"avatar":52,"email":51},[154,156,158,160,162,164],{"id":31,"name":32,"pivot":155},{"blog_id":81,"category_id":31},{"id":97,"name":98,"pivot":157},{"blog_id":81,"category_id":97},{"id":8,"name":56,"pivot":159},{"blog_id":81,"category_id":8},{"id":102,"name":103,"pivot":161},{"blog_id":81,"category_id":102},{"id":109,"name":110,"pivot":163},{"blog_id":81,"category_id":109},{"id":75,"name":76,"pivot":165},{"blog_id":81,"category_id":75},{"id":167,"author_id":37,"title":168,"slug":169,"featured_image":170,"published_at":171,"short_summary":172,"word_count":173,"author":174,"categories":175},311,"Websites Are Getting 2x More AI Traffic from Gemini Than Five Months Ago. ChatGPT Is Declining.","gemini-vs-chatgpt-ai-traffic-trends","https:\u002F\u002Fwebsite-cdn.nobsmarketplace.com\u002Fuploads\u002Ffeatured-images\u002Fgradientarc-ai-generated-8942974-1280-20260331031020-rnI2qMeR.jpg","2026-03-31T11:18:00.000000Z","Despite still dominating the market, ChatGPT is under threat from Gemini after a recent study found that Gemini drives twice as much traffic to websites. And to think that Google's prized model finished the previous year with a relatively weak turnout.",1123,{"id":37,"name":50,"avatar":52,"email":51},[176,178,180,182,184],{"id":31,"name":32,"pivot":177},{"blog_id":167,"category_id":31},{"id":8,"name":56,"pivot":179},{"blog_id":167,"category_id":8},{"id":102,"name":103,"pivot":181},{"blog_id":167,"category_id":102},{"id":109,"name":110,"pivot":183},{"blog_id":167,"category_id":109},{"id":75,"name":76,"pivot":185},{"blog_id":167,"category_id":75}]