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Konitzny: How Query Fan-Outs and Source Retrieval shift over time
Key Takeaways: Konitzny (PeecAI) analyzed Query Fan-Outs and citation behavior of AI Search / LLM Chats and how they significantly shift over time In May Reddit citations as well as Query Fan-Outs with "reddit" increased and dropped in June again End of June Query Fan-Outs with "Official" (products / site / docs) jumped from 0.x% to 3.5% - in multiple countries --> government authorities, consumer protection sites and domains with "official" gain citation share In May the ope
vor 5 Tagen2 Min. Lesezeit


DEJAN: The new Era of AI Search Optimization - and how to actually sell it
Key Takeaways: Must watch: Petrovic outlined in a webinar from Edge of Search how AI Search Optimization works, what to focus on and why (AI) SEO experts have all the right tools to optimize a brands performance He compares monitoring model perceptions via prompts with human psychology and stresses how new tactics on top of traditional SEO can move the needle to incease citations, mentions and recommendations Why AI SEO? "When AI Search or Agents become personal assistants t
vor 5 Tagen4 Min. Lesezeit


Segonzac: LLM Training Data vs. LLM Bot Crawls - Layers of AI Chat Answers
Key Takeaways: Segonzac clarified how websites can end up in the training data of a llm model, specifically that being crawled does not mean you are successfully finding your way into the training data. Layers of AI Chat Answers Training Data of the LLM model takes place in multiple steps: Crawling Extraction Deduplication Filtering Tokenization/Data mix/etc. Training Retrieval e.g. via Web Searches: Potential crawling hit Training Data Myths: “If an AI crawler hits my page,
3. Juli2 Min. Lesezeit


ChatGPT 5.5 Core Update? Changes in Query-Fanout & Citation Behavior
Key Takeaways: SISTRIX reported changes in ChatGPT answer behavior when switching default model from ChatGPT 5 mini to ChatGPT 5.5 calling them "ChatGPT Core Update": 47% of cited domains changed within 48 hours in Germany German publishers and service brands won in visibility, while international aggregator lost Publishers Welt, FAZ, Bild, Chip, Computerbild are cited more similarly to their organic Google SEO visibility Garg reported a surge of ChatGPT Ads of +300x: see Wri
28. Juni2 Min. Lesezeit


Reddit: Ads, AI Citations for Translated Threads, Experiments and Visibility Drops
Key Takeaways: Pelham (Otterly) ran an Reddit Engagement Experiment: 9x more AI citations for the active community vs. the dormant one 6.9x more total citations than the median external subreddit 4x more Google keywords ranked 18x more monthly search volume covered Metehan (PeecAI) reported how Reddit is eating non-English AI visibility: We analyzed 64.77 million Reddit citations across 20 countries and 4 LLMs. In Sweden and Norway, over 70% of Reddit citations on Google AI O
28. Juni2 Min. Lesezeit


Similarweb: Why Recommendations are far more important than Citations
Key Takeaways: Similarweb carried out a study on User Behavior in the US: Methodology: We tracked thousands of real user journeys across three industries: Finance, Travel, and Beauty - focusing on users who asked ChatGPT for an industry-relevant question and received a specific brand in the answer. We then followed those users for the seven days after the AI conversation, tracking whether they visited the website of the recommended brand or a direct competitor. To isolate gen
22. Juni1 Min. Lesezeit


Suganthan: Google introduces Open Knowledge Format (OKF) and Agent Resource Discovery (ARD)
Key Takeaways: Google introduced new standards named "Open Knowledge Format" and "Agent Resource Discovery" OKF for Google should work as: a vendor-neutral, agent- and human-friendly standard for representing the metadata, context, and curated knowledge that modern AI systems need. Just markdown — readable in any editor, renderable on GitHub, indexable by any search tool Just files — shippable as a tarball, hostable in any git repo, mountable on any filesystem Just YAML front
21. Juni2 Min. Lesezeit


Elvis: Building AI Workflows - Own the Orchestrator, own the Harness
Key Takeaways: Elvis emphasizes the importance of owning the orchestrator and the harness for complex AI workflows the orchestration, the harness, routing capabilities, dynamic artifacts/workflows, verifiers, ability to switch/route between agent backends, automations, the skills, and the MCP tools would be the absolute best defense for what happened with Fable this week. The potential downside: high maintenance, might be too costly, and migth be unsustainable The bigger you
16. Juni2 Min. Lesezeit


Peham: LinkedIn Citations in AI Chats analyzed - Pulse vs. Posts, and vs. YouTube
Key Takeaways: Peham/Otterly analyzed 1.3 million LinkedIn AI Chat citations from ChatGPT, Perplexity, Google AI Overviews and AI Mode: Linkedin's AI citations rose +49.9% between January to May 2026 from 7.8% to 11.7%. People's posts get 91.7% of citations, rest goes to company posts. LinkedIn Pulse articles get cited far more than posts. More engagement /adding media doesn’t increase citation BDP / measures for increasing LinkedIn AI citations: Publish pulse articles, not j
9. Juni2 Min. Lesezeit


Scholz & Hendy: Google introduces Search Profiles
Key Takeaways: Google introduces Search Profiles: We're launching Search profiles, a new way for publishers and creators to shape their presence on Search. Search profiles are a dedicated, shareable space to highlight content across social media, video and news platforms, and help audiences find accurate and up-to-date information about sources on Search. People can easily follow a source from their new Search profile, so they’re more likely to see content from that source on
7. Juni1 Min. Lesezeit


Perplexity: Introducing Hybrid Agentic Inference & Search as Code (SaC)
Key Takeaways: Perplexity announced some great updates such as introducing Hybrid Agentic Inference and Search as Code Hybrid Agentic Inference enables you to split tasks between a local model running on your machine and frontier models in the cloud. This keeps private data on your device and maximizes token efficiency Only let Perplexity access a local folder and run a local model via a subagent, then switching to more powerful, expensive models in the cloud Search as Code c
2. Juni1 Min. Lesezeit


Clark: Google AI Mode introduces Ads + preferred sources
Key Takeaways: AI Mode introduced Ads and users can now also set preferred sources Schwartz: Google AI Overviews & AI Mode gain preferred sources, plus new perspectives carousel and highly cited labels Sources: https://x.com/brodieseo/status/2058799216500289982 https://brodieclark.com/notes/#may-2026 https://x.com/glenngabe/status/2059682951684567066 https://x.com/glenngabe/status/2059604843879133333 https://searchengineland.com/google-ai-overviews-ai-mode-gain-preferred-sour
29. Mai1 Min. Lesezeit


Rudzki: Google AIO increasing to 87% of Searches by +50%
Key Takeaways: Rudzki (Peec AI) analyzed their data of Google AI Overviews and found that the appearance of AIOs is increasing (n=500k) Google AI Overview appearance differs across markets: US: 91.4% UK: 91.7% Australia: 86.5% Poland: 82.9% Germany: 75.6% France: 0% (not served by AI Overviews or AI mode) across funnel-stage: For decision-stage (bottom-of-funnel) prompts, AI Overviews appeared 88.5% of the time - higher than the 87% average. Google classifies queries into eig
28. Mai1 Min. Lesezeit


Kronenberg & Grimm: Google Chrome MCP + Lighthouse Agentic Browsing
Key Takeaways: Google Chrome introduced its MCP and Google Chrome Canary 150.x now supports WebMCP while adding a "agentic-browsing" category to Lighthouse 13.3.0 audits WebMCP + Lighthouse: whether the page exposes a clean accessibility tree which WebMCP tools are registered (imperative + declarative form tools) whether their input schemas validate form coverage - which <𝚏𝚘𝚛𝚖> elements are annotated for agents and which are invisible to them whether your llms.txt follows
28. Mai1 Min. Lesezeit


Profound introduces Brand Mention Guest Post abuse that will hurt
Key Takeaways: Profound introduced its new partnership with Noble to offer automated Guest Posts and Brand Mentions based on cited sources for a given prompt set in LLM chats Now, you can build an Agent that: Knows the prompts that matter most to your brand Finds the third-party sources AI platforms are citing for those prompts Filters to the citations where your brand is not mentioned And exports those citation domains directly to your Noble workspace Then, Noble reaches out
27. Mai2 Min. Lesezeit


Solis: Google report on AI Mode Usage in the US
Key Takeaways: Google published a report regarding AI Mode usage based on Google Trends keyword data The average AI Mode query is 3x the length of a traditional Search query. Keyword research now needs to be complemented with prompt, task, constraint and scenario research. Follow-up queries in AI Mode have increased by more than 40% on average per month in the U.S. Aleyda states: Brand visibility can't be analyzed only at the first prompt anymore: a brand might be mentioned,
26. Mai1 Min. Lesezeit


Peham: ChatGPT referral Traffic increased by 1.6x
Key Takeaways: Peham reported an increase of referral traffic from ChatGPT - similar to the one I saw: Beginning of May, ChatGPT started adding hyperlinks to brand names in the ai responses [vs. before when] ChatGPT would just display your name/brand/product as a text. Blyskal pointed out: OpenAI referral traffic to monitored brand sites increased by ~1.6x overnight (and held there) Share of logged-out ChatGPT answers containing a clickable brand URL increased by 5x: ~4-5% to
25. Mai1 Min. Lesezeit


Google I/O 2026: Gemini 3.5 flash, Gemini Omni, Gemini Spark, Antigravity 2.0 and more
Key Takeaways: At Google I/O Google announced lots of new features and a vision for the Agentic Web and stating "Google Search is AI Search": Gemini 3.5 flash: fast, but relatively expensive Gemini Spark: 24/7 personal agent running in the cloud - Give it a task and it works autonomously in the background, even if your phone and laptop are turned off. You choose to turn it on and it's designed to check with you before taking major actions (first only US and Google AI Ultra Us
20. Mai1 Min. Lesezeit


Screaming Frog: v24 Release with MCP, Auto-Compare, Mail-Notifications and more
Key Takeaways: Screaming Frog released version 24.0 of their crawler tool and they dropped a bomb with lots of incredible features: Local MCP: integrate Screaming Frog crawls into your agentic workflows. Of course there need to be some improvements as you currently cannot control lots of important crawl settings AND cannot create crawl configs using the MCP - still, lots of opportunities analyzing crawl data with Claude Auto-compare + Email notifications: You can now setup ma
20. Mai1 Min. Lesezeit


Wills: ChatGPT Ranking Factor Study
Key Takeaways: Wills analyzed citations in ChatGPT of 100k+ prompts including 145 industries and 1.595 personas to draw conclusions on Citation factors: 1. SEO is the foundation. OpenAI is using search data today and building their own index. As that matures, the connection between search authority and LLM visibility deepens. Traditional SEO principles are not obsolete, they're the starting point for LLM visibility too. 2. Persona is the measurement unit. The #1 airline for a
15. Mai1 Min. Lesezeit
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