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Who actually reads your llms.txt? We logged 461,328 requests to find out
AI-native files like llms.txt and JSON feeds drew under 1% of crawler traffic in ROZZ’s 90-day CloudFront edge log study. Bots that answer users touch...
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Entry #11 · Apr 14, 2026
Entry #11 · Apr 14, 2026 about invisible AI conversations, using Rozz chatbot logs and the rozz.genymotion.com AI site.
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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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Insights
The Crawler Logs document real AI crawler behavior on production AI sites built by ROZZ, using CloudFront access logs and User-Agent classification to...
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THE CRAWLER LOGS
AI crawler behavior observed on production mirror sites. The Crawler Logs document real AI crawler behavior on production AI sites built by ROZZ, usin...
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About ROZZ
About ROZZ explains Same technology. New readers, Rozz’s AI chatbot origins, and the AI Site components including Schema.org markup, llms.txt, and cod...
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Rozz AI Site
A dedicated AI publishing layer at rozz.yourdomain.com with structured content, Q&A pages from real visitor questions, Schema.org markup, llms.txt dis...
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Why is Website Broken and How Can We Fix It?
ROZZ explains why website search is broken due to keyword matching, and describes how AI-powered websites using RAG (Retrieval-Augmented Generation) a...
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Why is the shift to GEO happening now?
2025 marked a critical inflection point for Generative Engine Optimization (GEO) and Answer Engine Optimization (AEO) growth due to clickability, GenA...
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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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What is the timeline to see citations?
Timeline for seeing citations on ROZZ, including immediate results and citation rate expectations for Days to 8 Weeks, 3 to 8 Months, and 6 to 12+ Mon...
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What is the CITATION-7 Methodology for AI Search Visibility?
CITATION-7 is a ROZZ proprietary framework for measuring and optimizing AI search visibility using a GEO Visibility Score from 0-100 across seven weig...
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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, with ROZZ handling answer generation, Schema.org markup, HTML page c...
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Can I build this GEO myself, or do I need a service like ROZZ?
Direct answer: building GEO extractability yourself requires continuous engineering effort across 7+ technical domains. ROZZ provides GEO pipeline, Sc...
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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?
Rossz searchbox WordPress shortcode and attributes for customizing Rozz, including button_background, theme_color, and query/result text colors, plus ...
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What is Rozzbot?
Rozzbot is the crawler used by the Rozz assistant to index websites of clients who have explicitly enabled this feature. User-Agent, contact, and robo...
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How does the Rozz chatbot ensure security and privacy?
Rozz is designed with security measures including accessing only public website information, operating as an independent web component, and implementi...
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What’s Included in the Rozz Dashboard?
The Rozz Dashboard includes Global Metrics, Questions and Answers Reporting, Interactive Cache Management, Device and Language Breakdown, Metrics by D...
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How do I install the Rozz chatbot on my website?
Install the Rozz chatbot on a website using HTML or a WordPress plugin. Steps include adding rozz-searchbox scripts, embed blocks, optional initial-st...
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Can I use my own button to open the Rozz chatbot on my website?
Yes, you can customize how Rozz is triggered in your HTML page by using the rozz -searchbox component with initial-status="link" and calling openClick...
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How should B2B SaaS run controlled GEO experiments?
Controlled Generative Engine Optimization (GEO) experiments for B2B SaaS. Includes Phase 1 baselines, Phase 2 interventions, Phase 3 metrics, plus LLM...
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How does semantic decomposition affect B2B SaaS content discoverability?
Semantic decomposition is a query decomposition or query rewriting technique in Retrieval-Augmented Generation (RAG) architectures that enhances B2B S...
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Does ROZZ offer agency partnership programs?
ROZZ offers technical infrastructure partnerships where agencies provide strategic GEO services while ROZZ handles technical execution, including an a...
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Do LLMs prefer third-party reviews over B2B SaaS brand content?
An evidence-based Q&A explaining why Large Language Models (LLMs) favor third-party reviews, earned media, and user-generated content (UGC) over B2B S...
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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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How to customize Rozz chatbot for your site using attributes?
Rozz uses data-* attributes to customize the look and feel of the chatbot via the <rozz-searchbox> web component, including button and searchbox attri...
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Rozz Box Component API REFERENCE
Rozz Search Box Component API REFERENCE for the <rozz-searchbox> web component, including Basic Usage, Component Attributes, Programmatic API, Display...