https://mecanik.dev/en/tags/geo/Recent content in Generative Engine Optimization (GEO) on [ MECANIK DEV ]Hugo -- gohugo.ioenCopyright © 2020-{year} by [ MECANIK DEV ]. All Rights Reserved.Tue, 08 Sep 2026 07:00:00 +0100https://mecanik.dev/en/posts/ai-detector-accuracy/Tue, 08 Sep 2026 07:00:00 +0100https://mecanik.dev/en/posts/ai-detector-accuracy/Two very different people type ai detector into a search box in the same hour. One is a marketing manager who has published forty pages drafted with help from a language model and has been told that Google will punish the site for it. The other has been accused of cheating because a tool returned a number and somebody in authority believed it. Both arrive at a category of software that sells confidence, and both deserve the uncomfortable version of the answer.https://mecanik.dev/en/posts/multilingual-seo/Sun, 30 Aug 2026 19:00:00 +0100https://mecanik.dev/en/posts/multilingual-seo/Multilingual SEO is usually presented as a translation problem with some technical markup attached. Running this site in twelve languages, English, Arabic, German, French, Hungarian, Italian, Japanese, Korean, Romanian, Vietnamese and both written forms of Chinese, has made it clear that the translation is the easy half. The hard half is that every rule you rely on in English has a script-dependent version you did not know about. Length limits differ.https://mecanik.dev/en/posts/content-refresh/Sun, 30 Aug 2026 07:00:00 +0100https://mecanik.dev/en/posts/content-refresh/A content refresh is the highest-return work available on most established sites, and it is unpopular because it produces nothing to announce. Updating a post that already ranks feels like maintenance. Publishing a new one feels like progress. The numbers usually disagree. The reason is that an existing page has already accumulated the expensive things: links, crawl history, and a demonstrated relationship to a set of queries. A new page starts with none of that and spends months earning what the old page already has.https://mecanik.dev/en/posts/programmatic-seo/Sat, 29 Aug 2026 19:00:00 +0100https://mecanik.dev/en/posts/programmatic-seo/Programmatic SEO means generating many pages from a template and a dataset, one per city, per product pair, per parameter combination. Done with a real dataset it is one of the most efficient things in the discipline. Done with a thesaurus and a spinner it is the thing search engines have spent two decades learning to detect. The distinction is not the technique. Both produce templated pages at scale. The distinction is whether each page contains something that page alone can answer, and that is a question about your data rather than about your content process.https://mecanik.dev/en/posts/content-pruning/Wed, 26 Aug 2026 07:00:00 +0100https://mecanik.dev/en/posts/content-pruning/Content pruning is the least intuitive thing in search optimisation, because every instinct says more pages should mean more traffic. Publishing feels like accumulation. Deleting feels like throwing away work somebody paid for. The mechanism that makes removal helpful is competition between your own pages. When two of yours target the same intent, they split the signals that would otherwise concentrate on one, and a retrieval system deciding between them may pick neither.https://mecanik.dev/en/posts/entity-seo/Sun, 23 Aug 2026 07:00:00 +0100https://mecanik.dev/en/posts/entity-seo/Entity SEO starts from a fact that most optimisation advice still ignores: search engines stopped matching strings a long time ago. They match things. A page is not scored on whether it contains a phrase, it is scored on whether the system believes the page is about the concept behind the phrase, and on how confident it is about what that concept is. That distinction decides whether repeating a keyword helps you or does nothing at all.https://mecanik.dev/en/posts/ranked-but-not-cited/Fri, 21 Aug 2026 07:00:00 +0100https://mecanik.dev/en/posts/ranked-but-not-cited/Ranked but not cited is the specific frustration of doing search engine optimisation correctly and watching it produce nothing. The rankings arrive. The impressions climb. The clicks do not follow, and no amount of rewriting the title tag changes it. That is not a failure of your optimisation. It is what happens when the result page stops being a list of links and becomes an answer, and it is now the ordinary condition rather than an anomaly worth diagnosing.https://mecanik.dev/en/posts/does-llms-txt-do-anything-yet/Thu, 20 Aug 2026 19:00:00 +0100https://mecanik.dev/en/posts/does-llms-txt-do-anything-yet/The honest answer to whether llms.txt does anything yet is: almost nothing, measurably, and the people telling you it is essential for AI visibility are selling something. That is an uncomfortable position to hold while also recommending you publish one, so this post shows the numbers and then explains the recommendation. The file itself is a sensible idea. It is a markdown index at the root of your site telling a language model what you publish and where, in the way robots.https://mecanik.dev/en/posts/block-ai-crawlers-business-decision/Thu, 20 Aug 2026 07:00:00 +0100https://mecanik.dev/en/posts/block-ai-crawlers-business-decision/Whether to block AI crawlers is presented as a technical question and it is not one. Blocking them is a few lines of configuration that takes ten minutes. The hard part is deciding whether you want to, and that decision is commercial: you are choosing between protecting content from being trained on and being present in the answers people now get instead of search results. Most of the advice online picks a side and argues it.https://mecanik.dev/en/posts/geo-for-ecommerce/Tue, 18 Aug 2026 19:00:00 +0100https://mecanik.dev/en/posts/geo-for-ecommerce/GEO for ecommerce is a narrower problem than GEO for content, and easier in one specific way: an assistant answering a product question wants facts it can state without hedging. Price, availability, dimensions, compatibility, return window. Those either exist in a machine-readable form on your site or they do not, and the ones that do not cannot be quoted. That makes this less a writing problem than a data problem. Most of the work is in the feed and the markup rather than in the copy, which is the reverse of everything else in this discipline.https://mecanik.dev/en/posts/measure-geo/Tue, 18 Aug 2026 07:00:00 +0100https://mecanik.dev/en/posts/measure-geo/Nobody can measure GEO the way they measured search engine optimisation, and the reason is structural rather than a gap in the tooling. The old metrics assumed a click. Position was worth knowing because position predicted traffic, and traffic predicted revenue. When an answer is delivered without a visit, that chain breaks at the first link and every number downstream of it keeps reporting as though nothing changed. That is the dangerous part.https://mecanik.dev/en/posts/google-ai-mode-website-traffic/Wed, 12 Aug 2026 19:00:00 +0100https://mecanik.dev/en/posts/google-ai-mode-website-traffic/Google AI Mode is the tab that answers your question conversationally instead of returning ten links, and it has moved from an experiment to something with a billion monthly users faster than any change to search in the last decade. If you run a website in the UK, it is already affecting your numbers whether or not you have looked. What makes it different from an AI Overview is not just presentation.https://mecanik.dev/en/posts/ai-seo-agency-what-they-do/Wed, 12 Aug 2026 07:00:00 +0100https://mecanik.dev/en/posts/ai-seo-agency-what-they-do/The phrase AI SEO agency covers two entirely different businesses, and telling them apart before you sign anything is most of the work. One uses language models to produce more content faster and calls that an AI service. The other works on whether your business appears inside the answers that AI systems generate, which is a genuinely new discipline with different mechanics from ranking a page. Only the second one is buying you something you did not already have.https://mecanik.dev/en/posts/google-ai-overviews-seo-optimization/Mon, 20 Jul 2026 19:00:00 +0100https://mecanik.dev/en/posts/google-ai-overviews-seo-optimization/Getting Google AI Overviews SEO right has quickly become essential for UK businesses that want to hold onto top search positions. Google’s Search Generative Experience (SGE) has transitioned into AI Overviews, placing synthesised summaries above traditional organic search listings. This pushes standard organic links further down the page, which significantly affects click-through rates. To preserve your search traffic, your website must format content so Google’s Gemini models can easily ingest and cite it.https://mecanik.dev/en/posts/chatgpt-search-seo-perplexity/Mon, 20 Jul 2026 07:00:00 +0100https://mecanik.dev/en/posts/chatgpt-search-seo-perplexity/OpenAI and Perplexity are changing how users discover business platforms, and ChatGPT Search SEO is fast becoming as important as ranking on Google. These conversational engines do not display a traditional list of indexed links. Instead, they synthesise a single unified response and link to source material via in-text citations. To stay visible, websites must be built for AI retrieval architectures rather than blue-link rankings. This guide outlines how to configure your indexation setup, format your data to win AI references, and optimise for both ChatGPT Search and Perplexity.https://mecanik.dev/en/posts/generative-engine-optimization-geo-guide/Sun, 19 Jul 2026 19:00:00 +0100https://mecanik.dev/en/posts/generative-engine-optimization-geo-guide/Generative Engine Optimization is the next evolution of digital search strategy. As users migrate from keyword-based search queries to conversational AI interfaces, business owners must adapt how their platforms present information. AI search engines—such as Perplexity, ChatGPT Search, and Google Gemini—synthesise answers directly from raw web index data rather than displaying a standard list of links. As a result, websites that fail to feed Large Language Models (LLMs) risk losing search traffic.