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Which LLM platforms (ChatGPT, Claude, Perplexity, Gemini) should B2B SaaS priori...
A GEO-focused guide for B2B SaaS on prioritizing Gemini, ChatGPT, Perplexity, and Claude, including per-platform architectural, citation bias, and GEO...
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Which Generative Engine (GE) is most measurable?
Perplexity AI is identified as the most measurable Generative Engine (GE) among Google AI Overviews, Bing CoPilot, and ChatGPT, based on transparency ...
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What's the detailed playbook for using Reddit to boost B2B SaaS GEO performance?
Detailed playbook for using Reddit to boost B2B SaaS GEO performance, including phased query mapping, authentic engagement, and optimization and measu...
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How fast do AI citations decay, and how do you prevent visibility loss?
AI citations decay when AI systems retrain and apply recency and retrieval changes. This page explains citation decay and how GEO prevents visibility ...
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What if domains cited by LLMs have low overlap with Google search results?
Updated March 2026. Explains low domain overlap between LLM citations and Google results as a defining feature of the shift from SEO to Generative Eng...
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How often should you update content to maintain AI visibility?
How often to update content for AI visibility using GEO and RAG systems, with tiered schedules for top pages, freshness preferences across Perplexity,...
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How Fast Do AI citation Rates Decay Without Active Content Maintenance?
AI citation rates decay rapidly without active maintenance, with approximately 50% citation value lost within 60 days without active maintenance. Fres...
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Why do ChatGPT citations disappear?
ChatGPT citations disappear due to model retraining cycles, competitive displacement, recency weighting shifts, and retrieval algorithm updates. ROZZ ...
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What results does Rozz deliver? Genymotion case study.
Rozz took Genymotion's ChatGPT citation rate from 14% to 95% in eight weeks. Results include 3,959 ChatGPT-User requests in 60 days and 94.8% citation...
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What AI bots read, what they ignore, and what an AI site is actually for. Part 1...
ROZZ analysis of citation bots on rozz.genymotion.com. Covers what bots fetch vs discovery files like llms.txt and sitemap.xml, plus Q&A vs /pages/ ci...
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Three citation bots. Ten articles. Here’s what we learned about an AI Site.
Apr 8, 2026: Learnings from 90 days of CloudFront logs for rozz.genymotion.com, including GEO feedback loop findings, QAPage schema markup, per-topic ...
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We changed one page. PerplexityBot went from 42 requests to 511.
Entry #7 (Mar 17, 2026) reports PerplexityBot indexing changes to a Genymotion AI site index page and compares PerplexityBot, OpenAI SearchBot, ChatGP...
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Bing just found Genymotion: 1,556 BingBot requests and what it means
ROZZ insights entry about BingBot crawling rozz.genymotion.com, ChatGPT-User citation growth, and LLM bot requests across OpenAI, Microsoft, Anthropic...
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Entry #11 · Apr 14, 2026
Entry #11 (Apr 14, 2026) about invisible AI conversations for Genymotion, including Rozz chatbot, AI site at rozz.genymotion.com, CloudFront logs, and...
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The platforms that crawl your AI site the most cite you the most (except one)
Fresh citation tracking tests on March 2 comparing ChatGPT, Claude, Perplexity, and Gemini on genymotion.com/rozz.genymotion.com, including crawl volu...
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Entry #8 · Mar 24, 2026
Entry #8 · Mar 24, 2026 reports ClaudeBot 958 requests, 503 GEO pages, 162 Q&A pages, and a per-topic sitemap change on March 20. It also discusses Cl...
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What the AI Site reveals about AI-mediated discovery
What the AI Site reveals about AI-mediated discovery using CloudFront access logs, ChatGPT-User session reconstruction, and Schema.org markup on every...
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3x Week-Over-Week: What Sustained ChatGPT Citation Growth Looks Like
ROZZ reports sustained ChatGPT citation growth on rozz.genymotion.com with weekly ROZZ crawling, 500+ chatbot questions, Q&A pages, Schema.org QAPage ...
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16x Citation Growth in 7 Days: What ChatGPT Users Are Actually Asking
ChatGPT citations on rozz.genymotion.com grew from 7 requests on Feb 2 to 116 on Feb 9. Data period: Feb 2–9, 2026.
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Insights
ROZZ presents The Crawler Logs: real AI crawler behavior using CloudFront access logs and User-Agent classification, tracking GPTBot, BingBot, ClaudeB...
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About ROZZ
About ROZZ. ROZZ is a GEO (Generative Engine Optimization) company helping B2B websites get discovered by AI search engines like ChatGPT, Claude, Perp...
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How can B2B SaaS companies identify the specific questions prospects ask LLMs?
Answer explains GEO via Prompt Mapping, including query fan-out, mining customer interactions, transforming keywords into LLM-ready questions, and mea...