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The Crawler Logs
Insights into AI crawler behavior on ROZZ production mirror sites, with 94 days of CloudFront data, 22,679 total LLM bot requests, and 9,250 citation ...
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Why is Website Search Broken and How Can We Fix It?
Explains failures of keyword-based search and the AI-powered approach using RAG, ROZZ's method, and content curation.
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Why is the shift to GEO happening now?
Explains factors driving the shift to GEO and AEO adoption, plus ROZZ's role and verification details.
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How to Whitelist Rozzbot in Cloudflare?
Instructions to whitelist Rozzbot in Cloudflare's Web Application Firewall with step-by-step firewall rule creation and background.
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What team structure is needed to execute B2B SaaS GEO strategy?
Overview of GEO team structure for B2B SaaS, detailing core roles, responsibilities, and team organization.
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What is reasoning reflection in AI agents and how does it impact GEO?
FAQ about reasoning reflection in AI agents and GEO with direct answer and detailed explanations.
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What is Information Gain and why does it matter for GEO?
Explains Information Gain and its importance for GEO, including effects on RAG grounding, citation density, and practical ROZZ implementation.
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What is the implementation effort per client for agency partners?
Agency implementation effort is 15-20 hours focused on Q&A sourcing and curation; ROZZ handles automated processing.
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Can I build this GEO myself, or do I need a service like ROZZ?
Evaluation of DIY GEO extractability versus turnkey ROZZ solution, with costs and timelines.
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Should B2B SaaS focus on high-volume keywords or long-tail GEO queries?
GEO and AEO research suggests B2B SaaS should focus on long-tail GEO queries for visibility and lead quality via RAG-based systems.
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Should B2B SaaS combine multiple GEO optimization methods?
Q&A on combining multiple GEO optimization methods to improve visibility in RAG-based systems.
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What are the shortcodes available in WordPress to customize Rozz on your site?
A guide listing Rozz's WordPress shortcodes and attributes to customize the Rozz searchbox.
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What is Rozzbot?
Rozzbot is the crawler used by the Rozz search assistant to index websites of clients who have explicitly enabled Rozzbot.
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How do retrieval mechanisms in RAG systems differ, and how is performance evalua...
Overview of core retrieval techniques, advanced strategies, and evaluation frameworks for Retrieval-Augmented Generation (RAG) systems, including ROZZ...
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What’s Included in the Rozz Dashboard?
Overview of Rozz Dashboard features including global metrics, Q&A reporting, cache management, device and language breakdowns, and usage insights.
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How do I install the Rozz chatbot on my website?
Instructions to install Rozz on a website via HTML or WordPress plugin, including script, HTML embed, and WordPress shortcode.
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Can I use my own button to open the Rozz chatbot on my website?
Guide to triggering Rozz with a custom button on a website, including HTML structure, code samples, and domain customization.
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How often should you update content to maintain AI visibility?
Guidance on updating content to preserve AI visibility with a tiered schedule and practical tips.
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How Fast Do AI Citation Rates Decay Without Active Content Maintenance?
Explains how AI freshness signals drive citation decay and provides a maintenance timeline to sustain visibility.
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What results does Rozz deliver? Genymotion case study.
ROZZ case study detailing Genymotion content-citation improvements and AI-platform indexing.
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How to customize Rozz chatbot for your site using attributes?
Guide to customizing Rozz chatbot via data- attributes with the rozz-searchbox component.
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Rozz Search Box Component API Reference
Documentation for the Rozz Search Box component, including usage, configuration attributes, display modes, and troubleshooting.
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We changed one page. PerplexityBot went from 42 requests to 511.
ROZZ analyzes PerplexityBot crawling behavior after a site index redesign (Mar 10–17, 2026).
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The platforms that crawl your AI site the most cite you the most (except one)
Analysis of 24 queries across four AI platforms showing crawling and citation patterns for an AI site built for agents.
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3x Week-Over-Week: What Sustained ChatGPT Citation Growth Looks Like
Analysis of 1,077 ChatGPT citations in a week on the ROZZ mirror site, showing 3x growth and a Q&A-focused content strategy.
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16x Citation Growth in 7 Days: What ChatGPT Users Are Actually Asking
ROZZ analyzes live ChatGPT citations and Q&A page usage, showing a 16x growth in citations and a shift toward Q&A content.
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About ROZZ
ROZZ is a GEO (Generative Engine Optimization) company based in San Rafael that helps B2B websites get discovered by AI engines through AI discovery a...