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Mantica: Google AI Max is worse than other match types
Key Takeaways: Mantica shows data from running Google Ads AI Max for 4 month: AI Max lost against all match types , doubled costs for conversions Google responds to criticism on X (AdsLiaison): [AI Max is] designed to help you capture incremental conversions or conversion value , depending on your objective. It does this by expanding your reach to additional relevant traffic using broad match and keywordless matching in the backend. It pairs this reach with optimizing your a
20. Nov. 20253 Min. Lesezeit


Profound: ChatGPT Query Fanout Study
Key Takeaways: Profound analyzed ChatGPT citations for the used queries (Query Fanout) for 420 prompts (97 single-query, 323 multi-query) to compare how they were influenced by Google's Top 10 for the queries Findings: First Queries significantly rely more heavily on Google's Top 10 while further queries source citations from beyond (e.g. other sources such as Reddit, Wikipedia aso. or Google's Top 30, Top 100 or even Bing, Brave and others) In middle and last queries ranki
10. Nov. 20251 Min. Lesezeit


xAI launched Grokipedia - a Wikipedia clone with SEO/GEO impact?
Key Takeaways: xAI launched Grokipedia that promotes to be a Wikipedia that is fact checked and rewritten by Grok: " ... it rewrites those pages, removing falsehoods, correcting half-truths, and adding crucial & missing context" Grokipedia currently has almost 1m articles and is indexable on Google As Brick and Jeffrey point out already over 900.000 pages are indexed on Google - some ranking already and are cited in LLM chats It will be interesting to see how Google approac
30. Okt. 20251 Min. Lesezeit


Metehan: Visual Query Fan-Out Analysis in Screaming Frog
Key Takeaways: Metehan developed a script to run via Screaming Frog that analysis meaningful images of websites automatically Google’s investing heavily in visual understanding. Their visual search fan-out technique runs multiple queries in the background based on comprehensive image analysis . With this tool you can check whether your images provide meaning to search engines and LLMs to add value to your content OR rather whether your visuals meet your product or brand iden
27. Okt. 20257 Min. Lesezeit


Korenugin: Research on factors for citations in LLMs (ChatGPT & AI Mode)
Key Takeaways: SE Ranking analyzed over 50.000 keywords in the US, mostly focussed on eCommerce / electronics Most impactful factors: Total number of referring domains Total domain traffic Page trust ... Their concluded recommendations: "1️⃣ + 2️⃣ Grow 𝐃𝐨𝐦𝐚𝐢𝐧 𝐏𝐨𝐰𝐞𝐫 & 𝐀𝐮𝐭𝐡𝐨𝐫𝐢𝐭𝐲 + 𝐁𝐫𝐚𝐧𝐝 𝐏𝐨𝐰𝐞𝐫: Make your brand visible across a variety of channels — media, social, review platforms, and traditional SEO backlinks. 3️⃣ Invest in 𝐓𝐞𝐜𝐡𝐧𝐢𝐜𝐚𝐥 𝐒𝐄
16. Okt. 20251 Min. Lesezeit


Williams-Cook: Google PAA increasingly AI generated
Key Takeaways: According to AlsoAsked Data on English queries the share of AI generated People Also Ask in Google SERPs increased from 17,8% to 37,8% . According to my observations this is likely similar in German/Germany Thus, data points in Google Search Console and tracking tools likely affected as spots for direct mentions and links are taken over bei AI Overviews-like answers Update 12/25 : while the maximum was hit in October (41.4%) Google seemed to have doubled down
14. Okt. 20251 Min. Lesezeit


Kunz: Google AI Mode in Deutschland und EU
Key Takeaways: Nach der Ankündigung am 07.10. ist nun auch seit dem 13.10. der AI Mode bzw. KI Modus in Deutschland ausgerollt Mit der Integration in der Suchleiste wird der AI Mode prominent angeteasert Christian Kunz fasst es gut zusammen: " Das Ergebnis dürften deutlich weniger Klicks sein. Das zeigen aktuelle Studien. Dabei dürfte klar sein: Der KI-Modus wird bleiben, und Websitebetreiber und SEOs müssen damit zurechtkommen . Dafür gibt es verschiedene strategische Ansät
13. Okt. 20251 Min. Lesezeit


Peham/Ray: Chat GPT cites less, Reddit + Wikipedia
Key Takeaways: Peham (OtterlyAI) reports that ChatGPT cites less sources the shares of Reddit and Wikipedia decline Potential reasons: OpenAI tries to save money doing less search grounding for guests / logged-out users (tests from Claneo supporting it) A potential clean-up as both Reddit and Wikipedia were "overcited" Ray: Google dropping the num=100 parameter led to search tools getting less results for grounding (one search only gets 10 results) - consequently Reddit an
29. Sept. 20251 Min. Lesezeit


DEJAN: RexBERT for E-Commerce SEO Tasks
Key Takeaways: RexBERT is a language model specifically trained on E-Commerce data that outperforms general-purpose models Potential...
22. Sept. 20251 Min. Lesezeit


Konitzny: ChatGPT 5 Query Fan-Out & Meta Search
Key Takeaways: ChatGPT 5 also uses query fan-out and outlines it in the conversation response There are bookmarks to retrieve the initiated searches triggered for a certain prompt Kronenberg: ChatGPT might use a so called meta search that provides search grounding from different sources such as Bing or Google or other features: "OpenAI-Caches: eigene Zwischenspeicher und Crawling-Daten Filter & Re-Ranking: bevorzugt werden vertrauenswürdige Institutionen wie BBC, Reuters,
16. Sept. 20251 Min. Lesezeit


DataForSEO: Google drops ?num Parameter
Key Takeaways: Google dropped the ?num Parameter from search that enabled to view 100 results for a query at one glance: https://www.google.com/search?q=paintball&num=100 Tracking tools like DataForSEO, SISTRIX & SEMrush as well as scrapers such as from ChatGPT, Perplexity etc. relied on that parameter to initially get more than 10 results This results in increasing costs for both trackers and LLM chat bots to provide Google search based data / grounding Plus: Google Search
14. Sept. 20251 Min. Lesezeit


Konitzny: AI Brand Drift - Markenschäden durch ungenaue oder fehlerhafte KI Antworten
Key Takeaways: Da KI Assistenten vielerlei Quellen aggregieren, kann es zu ungenauen teils fehlerhaften Antworten bzgl. Produkten oder...
10. Sept. 20251 Min. Lesezeit


DEJAN: Chrome’s Chunking & Embeddings Engine
Dan Petrovic analyzed Google Chrome and found the exact chunking mechanism and embedding logic used, now being able to to browse,...
21. Aug. 20252 Min. Lesezeit


Konitzny (Kosch): Grok uses Query Fan-Out and Brave Search
Key Takeaways : Grok also does a Query Fan-Out - rewriting a prompt into searches Grok uses Brave Search instead of Google or Bing Source...
21. Aug. 20251 Min. Lesezeit


Segonzac: Google Experiments leaked
Key Takeaways : Google Experiments are exposed to the public with states 'Experiment', 'Control', 'Treatment', 'Launch' 🤖 AI Focus: The...
11. Aug. 20251 Min. Lesezeit
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