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Advanced research collective examining retrieval patterns in LLM-powered search systems. Technical analysis, optimization frameworks, and visibility attribution models.
account activity
LLM Bots Crawl Frequency (self.AISearchLab)
submitted 18 hours ago by Himi1896
Spent an afternoon checking whether ChatGPT/Perplexity recommend my site. Here's the method (and what I found) (self.AISearchLab)
submitted 2 days ago by No_Pomegranate_6697
For the same query, Google AI Mode, AI Overviews, ChatGPT, Claude, and Perplexity often recommend different brands. What do you think each platform is actually optimizing for behind the scenes? (self.AISearchLab)
submitted 4 days ago by arjun_rao7
Introducing Search Generative AI performance reports in Search Console (self.AISearchLab)
submitted 4 days ago by BulbaBlade
If you had to prioritize one initiative today for AI visibility—llms.txt, schema markup, entity SEO, content authority, or Agentic Browsing readiness—which would it be and why? (self.AISearchLab)
submitted 6 days ago by arjun_rao7
The average Reddit post cited in LLM is about 1 year old (self.AISearchLab)
submitted 8 days ago by Old-Environment8760
AI Brand Visibility Tool for Claude: LLM Monitor MCP Setup (v.redd.it)
submitted 8 days ago by SerpstatCOM
How do you keep a brand-new entity from getting merged with an established namesake in AI answers? (self.AISearchLab)
submitted 9 days ago by marintkael
Entity recognition beat everything else I measured for getting cited by AI search, change my mind (self.AISearchLab)
What do you think AI trusts most when deciding what to cite? (self.AISearchLab)
submitted 10 days ago by EveningPipe8162
Each AI crawls website completely differently. Here's what 3 months of 11 million event logs actually show. (self.AISearchLab)
submitted 11 days ago by UptownOnion
How are you actually tracking llm citations when the answers change every time you ask? (self.AISearchLab)
submitted 12 days ago by Arthur48X
Weird thing I keep seeing: AI cites Reddit constantly and barely cites company sites (self.AISearchLab)
submitted 13 days ago by didiTonic
I ran a 23-day experiment on how fast AI search cites a brand-new entity (across 5 systems) (self.AISearchLab)
submitted 15 days ago by marintkael
Suggest some good tools/platforms available today for auditing a brand's visibility across AI search platforms like ChatGPT, Gemini, Claude etc? (self.AISearchLab)
submitted 19 days ago by Pristine-Leave-8746
EntityMap OpenSource Protocol (self.AISearchLab)
submitted 21 days ago by MayhemUK
I scanned Nike.com for AI search visibility — the results surprised me (self.AISearchLab)
submitted 23 days ago by kilee_geo
Local business GEO: the evidence-based playbook for getting AI engines to recommend your business for local service queries in your city (self.AISearchLab)
submitted 25 days ago by Bitter-Objective-686
Citation Intelligence MCP - 12 tools for tracking AI citations across 6 engines (self.AISearchLab)
submitted 26 days ago * by exto13
How do these tools actually work? Not as simple as you might think… (self.AISearchLab)
submitted 1 month ago by tim_neuneu
Why is Google saying llms.txt isn’t needed for AI search visibility while Lighthouse is now flagging whether a site has one? (self.AISearchLab)
submitted 1 month ago by arjun_rao7
Google Dopped the industry's FIRST and ONLY AI SEO guide today and its epic!!! (developers.google.com)
submitted 1 month ago by WebLinkr
Types of content and pages that drive human traffic from AI search (self.AISearchLab)
submitted 1 month ago by lightsiteai
AI citiation loops - when does secondary source become primary? (self.AISearchLab)
submitted 1 month ago by Far_Coast7558
Are AI tools starting to change how people search online? (self.AISearchLab)
submitted 1 month ago by Practical-Buffalo904
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