{"id":3661,"date":"2025-07-24T07:00:58","date_gmt":"2025-07-24T07:00:58","guid":{"rendered":"https:\/\/www.stanventures.com\/news\/?p=3661"},"modified":"2025-10-29T07:23:42","modified_gmt":"2025-10-29T07:23:42","slug":"inside-googles-1200-ai-search-experiments","status":"publish","type":"post","link":"https:\/\/www.stanventures.com\/news\/inside-googles-1200-ai-search-experiments-3661\/","title":{"rendered":"Inside Google\u2019s Hidden Search Systems: 1,200 Experiments, AI Agents and the Rise of Entities"},"content":{"rendered":"<p>As of June 2025, Google has been quietly running nearly 1,200 search-related experiments with over 800 still active.\u00a0<\/p>\n<p>These are not just UI tweaks or A\/B button tests. They are deep, infrastructural probes involving AI agents, entity recognition, user profiling, multimodal embeddings and even real-time geo-semantic tagging.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3665 size-full\" title=\"Understanding queries via expansion geo mapping scoring\" src=\"https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/07\/Understanding-queries-via-expansion-geo-mapping-scoring.png\" alt=\"Understanding queries via expansion geo mapping scoring\" width=\"768\" height=\"885\" data-wp-editing=\"1\" srcset=\"https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/07\/Understanding-queries-via-expansion-geo-mapping-scoring.png 768w, https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/07\/Understanding-queries-via-expansion-geo-mapping-scoring-260x300.png 260w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/p>\n<p>The world\u2019s most powerful information engine is in a constant state of micro-evolution and we have just had our first real glimpse behind the curtain.<\/p>\n<p>This investigation was conducted by Olivier de Segonzac &amp; Damien Andell and first published by Search Engine Land on July 22, 2025.<\/p>\n<p>So what exactly is happening inside the search engine we rely on every day?\u00a0<\/p>\n<p>And why should marketers, publishers, and users pay close attention to things like \u201cghost entities,\u201d \u201cNephesh\u201d or \u201cMagitCotRev15\u201d?<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\"><\/p>\n<span class=\"ez-toc-title-toggle\"><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.stanventures.com\/news\/inside-googles-1200-ai-search-experiments-3661\/#over-1200-live-google-search-experiments-power-your-search\" >Over 1,200 Live Google Search Experiments Power Your Search<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.stanventures.com\/news\/inside-googles-1200-ai-search-experiments-3661\/#inside-googles-ai-mode-90-projects-and-a-swarm-of-smart-agents\" >Inside Google\u2019s AI Mode: 90+ Projects and a Swarm of Smart Agents<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.stanventures.com\/news\/inside-googles-1200-ai-search-experiments-3661\/#your-identity-as-an-embedding-meet-nephesh-picasso-and-vangogh\" >Your Identity as an Embedding: Meet Nephesh, Picasso and VanGogh<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.stanventures.com\/news\/inside-googles-1200-ai-search-experiments-3661\/#understanding-queries-expansion-geo-mapping-and-real-time-scoring\" >Understanding Queries: Expansion, Geo Mapping, and Real-Time Scoring<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.stanventures.com\/news\/inside-googles-1200-ai-search-experiments-3661\/#welcome-to-googles-parallel-universe\" >Welcome to Google\u2019s Parallel Universe<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"over-1200-live-google-search-experiments-power-your-search\"><\/span><b>Over 1,200 Live Google Search Experiments Power Your Search<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>In a major update, a recent in-depth investigation has lifted the veil on the hidden mechanisms of Google\u2019s search infrastructure.<\/p>\n<p>As per <a href=\"https:\/\/searchengineland.com\/inside-google-search-system-experiments-ai-agents-entities-459123\">Search Engine Land<\/a> it is stated that at the core of this revelation is a staggering number: <a href=\"https:\/\/i-l-i.com\/google-experiments-list-june2025.html\">1,200 live experiments<\/a>\u2014800 of which were active as of June 2025.<\/p>\n<p>Forget the notion that Google periodically updates its algorithms.\u00a0<\/p>\n<p>Unlike most companies that release new versions every few years, Google quietly experiments, launches and iterates in near real time. It\u2019s evolution, not revolution.<\/p>\n<p>Each micro-change is tested in small batches. Some experiments are in their 15th iteration like MagiCotRev15Launch while others are barely a week old.\u00a0<\/p>\n<p>This layered ecosystem enables speed without chaos and precision without risking mass disruption.<\/p>\n<p>Among the standout projects:<\/p>\n<ul>\n<li>DeepNow and NowBoost \u2013 successors to Google Now.<\/li>\n<li>SuperGlue \u2013 possibly replacing the older Glue\/NavBoost architecture for universal search.<\/li>\n<li>Codenames like Whisper, Moonstone, and Solar, each operating in specific verticals such as shopping, travel, or finance.<\/li>\n<\/ul>\n<p>This analysis also confirmed that codenames and systems first revealed in the 2024 Google leaks (like QRewrite, QUS, NavBoost, Mustang, and Tangram) remain actively in use.<\/p>\n<p>In fact, more than 50 active experiments are solely focused on Shopping alone which ensures that vertical domains are not side projects anymore, they are core search experiences.<\/p>\n<p><b>E<\/b><b>ntities: Google\u2019s New Language<\/b><\/p>\n<p>One term keeps popping up throughout these findings: entities.\u00a0<\/p>\n<p>And if you think that just means people or places then think again.<\/p>\n<p>In a brilliant talk titled \u201cEntities Everywhere,\u201d researchers Damien Andell and Sylvain Deaur\u00e9 (1492.vision) reveal how the Knowledge Graph forms the very nervous system of Google.<\/p>\n<p>This Knowledge Graph powers not just Search, but Discover, YouTube, Maps, Gemini and Google Assistant. And at its heart lies Livegraph, a verification engine that assigns confidence scores to every fact it sees.<\/p>\n<p>These facts are classified across layered namespaces:<\/p>\n<ul>\n<li style=\"font-weight: 400\"><b>kc:<\/b> Highly trusted corpora like government records.<\/li>\n<li style=\"font-weight: 400\"><b>ss:<\/b> Web-scraped facts.<\/li>\n<li style=\"font-weight: 400\"><b>hw:<\/b> Human-curated data.<\/li>\n<\/ul>\n<p><iframe loading=\"lazy\" title=\"1492 : Marseille by FepSem. Replay de la conf de Damien Andell et Sylvain Deaur\u00e9 sur Google Discover\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/xoQIlYgzOD8?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p>And they are more known as ghost entities.\u00a0<\/p>\n<p>These are transient data points Google creates in near-real-time to reflect breaking news or viral events. They do not live forever but they let Google act instantly, far faster than most AI models trained on static snapshots.<\/p>\n<p>For businesses and SEO professionals, this means:<\/p>\n<ul>\n<li style=\"font-weight: 400\">Become a validated entity.<\/li>\n<li style=\"font-weight: 400\">Align with verified topics.<\/li>\n<li style=\"font-weight: 400\">Get cited across the web, consistently.<\/li>\n<\/ul>\n<p>Google\u2019s Knowledge Graph does not just read your site but it understands it.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"inside-googles-ai-mode-90-projects-and-a-swarm-of-smart-agents\"><\/span><b>I<\/b><b>nside Google\u2019s AI Mode: 90+ Projects and a Swarm of Smart Agents<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>What if Google search was not just a search bar? What if it could behave like a travel agent, a personal chef or a news editor?<\/p>\n<p>That future is here and under the project name: AI Mode (AIM).<\/p>\n<p>As of May 2025, a debug panel (visible only internally or via VPN) listed <b>90+ active AI projects<\/b>. Among them are ultra-specialized agents, including:<\/p>\n<ul>\n<li style=\"font-weight: 400\">Travel Agent and Flight Deals<\/li>\n<li style=\"font-weight: 400\">Smart Recipe, Neural Chef and Food Analyzer<\/li>\n<li style=\"font-weight: 400\">News Digest, Daily Brief<\/li>\n<li style=\"font-weight: 400\">Shopping AI Studio<b>\n<p><\/b><\/li>\n<\/ul>\n<p>This is not one chatbot. It is a constellation of niche AI services. Most of these fall under Project Magi, which includes:<\/p>\n<ul>\n<li style=\"font-weight: 400\"><b>MagiModelLayerDomain<\/b> known as core infrastructure<\/li>\n<li style=\"font-weight: 400\"><b>MagitV2p5Launch<\/b> \u2013 connected to Gemini 2.5<\/li>\n<li style=\"font-weight: 400\"><b>SuperglueMagiAlignment<\/b> \u2013 similar to NavBoost for AI interactions<\/li>\n<\/ul>\n<p>And then comes MagitCotRev15Launch, which implements a unique Chain-of-Thought (CoT) reasoning model:<br \/>\n Reflect \u2192 Research \u2192 Read \u2192 Synthesize \u2192 Polish<\/p>\n<p>Yes, Google\u2019s AI does not just answer you\u2014it reasons through multi-step logic to deliver the best response.<\/p>\n<p>The user interface is also transforming:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3663 size-full\" title=\"User Interface Inside Google\u2019s AI Mode\" src=\"https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/07\/User-Interface-Inside-Googles-AI-Mode.png\" alt=\"User Interface Inside Google\u2019s AI Mode\" width=\"380\" height=\"819\" srcset=\"https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/07\/User-Interface-Inside-Googles-AI-Mode.png 380w, https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/07\/User-Interface-Inside-Googles-AI-Mode-139x300.png 139w\" sizes=\"auto, (max-width: 380px) 100vw, 380px\" \/><\/p>\n<ul>\n<li style=\"font-weight: 400\">AimLhsOverlay \u2013 AI sidebar<\/li>\n<li style=\"font-weight: 400\">SbnAimEntrypoints \u2013 a reinvention of \u201cI\u2019m Feeling Lucky\u201d<\/li>\n<li style=\"font-weight: 400\">Even the Google logo itself now acts as an AI input gateway.\n<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"your-identity-as-an-embedding-meet-nephesh-picasso-and-vangogh\"><\/span><b>Your Identity as an Embedding: Meet Nephesh, Picasso and VanGogh<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Here is where things get even more mind-bending.<\/p>\n<p>Behind the scenes, Google is building mathematical representations of you called embeddings to power personalized experiences.\u00a0<\/p>\n<p>This system, named Nephesh, captures your interactions, searches, clicks and behaviors across Google\u2019s ecosystem.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3664 size-full\" title=\"Google's Nephesh system tracking user behavior\" src=\"https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/07\/Googles-Nephesh-system-tracking-user-behavior.png\" alt=\"Google's Nephesh system tracking user behavior\" width=\"768\" height=\"137\" srcset=\"https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/07\/Googles-Nephesh-system-tracking-user-behavior.png 768w, https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/07\/Googles-Nephesh-system-tracking-user-behavior-300x54.png 300w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/p>\n<p>For Discover specifically, two embedding engines shine:<\/p>\n<ul>\n<li style=\"font-weight: 400\"><b>Picasso<\/b> known as your long-term memory (via STAT and LTAT models)<\/li>\n<li style=\"font-weight: 400\"><b>VanGogh<\/b> real-time, on-device behavioral analysis<\/li>\n<\/ul>\n<p>Together, these profiles determine what appears in your feed based on scroll behavior, device state, even physical location like \u201cSemantic Home\u201d or \u201cSemantic Work.\u201d<\/p>\n<p>And it does not stop there.<\/p>\n<p>Google also tracks if you\u2019re in motion, riding a bike, in a lift or even sleeping thanks to a project named HULK.\u00a0<\/p>\n<h2><span class=\"ez-toc-section\" id=\"understanding-queries-expansion-geo-mapping-and-real-time-scoring\"><\/span><b>Understanding Queries: Expansion, Geo Mapping, and Real-Time Scoring<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>So, how does Google turn your messy, incomplete query into precise results?<\/p>\n<p>\u00a0Google uses tools like:<\/p>\n<ul>\n<li style=\"font-weight: 400\"><b>QRewrite<\/b> and <b>QUS (Query Understanding Service)<\/b> \u2013 to clean and interpret input.<\/li>\n<li style=\"font-weight: 400\"><b>GWS \u2192 SuperRoot \u2192 QUS \u2192 QBST<\/b> \u2013 the processing pipeline still active since the 2024 leaks.<\/li>\n<li style=\"font-weight: 400\"><b>Query Expansion<\/b> \u2013 which turns \u201ccycling tour France&#8221; into \u201cbike travel,\u201d \u201ccycling routes,\u201d \u201ctrips,\u201d and more.<\/li>\n<\/ul>\n<p>It even uses geo-aware logic which transforms queries based on where you are, what language you speak, and what businesses are nearby.<\/p>\n<p>Each term is then scored in real time on a 0\u201310 scale across URLs:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-3662 size-full\" title=\"Google search 1200 experiments AI entities\" src=\"https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/07\/Google-search-1200-experiments-AI-entities.png\" alt=\"Google search 1200 experiments AI entities\" width=\"768\" height=\"509\" srcset=\"https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/07\/Google-search-1200-experiments-AI-entities.png 768w, https:\/\/www.stanventures.com\/news\/wp-content\/uploads\/2025\/07\/Google-search-1200-experiments-AI-entities-300x199.png 300w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/p>\n<ol>\n<li style=\"font-weight: 400\">Named entities? Max score.<\/li>\n<li style=\"font-weight: 400\">Title matches? Bonus.<\/li>\n<li style=\"font-weight: 400\">Stop-words? Ignored.\n<\/li>\n<\/ol>\n<p>But the final ranking isn\u2019t decided here alone. These scores blend into broader ranking factors like NavBoost, freshness and entity coherence.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"welcome-to-googles-parallel-universe\"><\/span><b>Welcome to Google\u2019s Parallel Universe<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>So, let\u2019s see what does all this mean for users, businesses and marketers?<\/p>\n<p>Google is no longer a static index of the web. It is a living, breathing constellation of experiments, agents, graphs and real-time intelligence.<\/p>\n<p>The average user may never know that when they search for \u201cbest pasta in USA\u201d or \u201cAI lead gen tools,\u201d a dozen agents, embeddings, experiments and entity graphs spring into action behind the scenes.<\/p>\n<p>But now you know.<\/p>\n<p>And if your business, brand or content strategy has not yet caught up and this might be the wake-up call you need.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>As of June 2025, Google has been quietly running nearly 1,200 search-related experiments with over 800 still active.\u00a0 These are not just UI tweaks or A\/B button tests. They are deep, infrastructural probes involving AI agents, entity recognition, user profiling, multimodal embeddings and even real-time geo-semantic tagging. The world\u2019s most powerful information engine is in [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3661","post","type-post","status-publish","format-standard","hentry","category-seo"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Inside 1,200 Google AI Search Experiments<\/title>\n<meta name=\"description\" content=\"Explore live 1,200+Google AI search experiments, entities, embeddings, and what they mean for SEO, marketers, and user personalization.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.stanventures.com\/news\/inside-googles-1200-ai-search-experiments-3661\/\" \/>\n<meta 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