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      "title": "Why is Website Broken and How Can We Fix It?",
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      "slug": "how-to-whitelist-rozzbot-in-cloudflare",
      "title": "How to Whitelist Rozzbot in Cloudflare?",
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      "title": "What team structure is needed to execute B2B SaaS GEO strategy?",
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      "title": "What is Information Gain and why does it matter for GEO?",
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      "slug": "what-is-generative-engine-optimization-geo-and-how-does-it-d",
      "title": "What is Generative Engine Optimization ( GEO ) and how does it differ from traditional SEO for B2B SaaS companies?",
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        "GEO",
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        "Schema.org",
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        "ChatGPT",
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        "B2B SaaS",
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        "llms.txt",
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        "Hybrid Retrieval",
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        "Generative Engine Optimization",
        "ROZZ"
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      "title": "What are the shortcodes available in WordPress to customize Rozz on your site?",
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        "WordPress",
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        "Rossz",
        "rozz-searchbox",
        "data attributes guide"
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      "title": "What is Rozzbot?",
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        "GEO",
        "LLM citation behavior"
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      "slug": "how-does-the-rozz-chatbot-ensure-security-and-privacy",
      "title": "How does the Rozz chatbot ensure security and privacy?",
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        "Rozz",
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        "hallucinations",
        "XSS (Cross-Site Scripting)",
        "prompt injections",
        "independent web component"
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      "title": "How do retrieval mechanisms in RAG systems differ, and how is performance evaluated?",
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        "RAG",
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        "RAG triad",
        "RAG Triad",
        "RAGAS"
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      "title": "What’s Included in the Rozz Dashboard?",
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        "Rozz Dashboard",
        "Global Metrics",
        "cache management",
        "Questions and Answers Reporting",
        "Device and Language Breakdown"
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      "slug": "how-do-i-install-the-rozz-chatbot-on-my-website",
      "title": "How do I install the Rozz chatbot on my website?",
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        "Razz",
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        "WordPress plugin",
        "rozz-searchbox",
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        "Rozz chatbot",
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        "initial-status",
        "openClickLink(domain)",
        "GEO",
        "RAG"
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      "title": "How should B2B SaaS structure web content for AI agent scannability?",
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        "Generative Engine Optimization (GEO)",
        "Retrieval-Augmented Generation (RAG)",
        "AI agent scannability",
        "Schema.org",
        "JSON-LD",
        "Semantic HTML5"
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      "slug": "how-should-b2b-saas-run-controlled-geo-experiments",
      "title": "How should B2B SaaS run controlled GEO experiments?",
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        "GEO",
        "Generative Engine Optimization",
        "B2B SaaS",
        "LLM-as-a-Judge",
        "citation impression",
        "Perplexity AI",
        "Schema.org",
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        "ROZZ"
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      "title": "How sensitive are LLM responses to query paraphrasing for B2B SaaS topics?",
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        "Retrieval-Augmented Generation (RAG)",
        "GEO",
        "Pinecone",
        "RAG-Fusion",
        "LLM"
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      "title": "How rigorous must Schema.org implementation be for B2B SaaS GEO?",
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        "B2B SaaS",
        "Generative Engine Optimization (GEO)",
        "Retrieval-Augmented Generation (RAG)",
        "JSON-LD",
        "QAPage schema",
        "FAQPage Schema",
        "HowTo Schema",
        "Product Schema",
        "Organization Schema"
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      "slug": "how-often-should-you-update-content-to-maintain-ai-visibilit",
      "title": "How often should you update content to maintain AI visibility?",
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        "GEO",
        "RAG",
        "AI visibility",
        "ChatGPT",
        "Perplexity",
        "Claude",
        "Google AI Overviews",
        "Schema.org QAPage"
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      "title": "How often should B2B SaaS update content to maintain GEO performance?",
      "keywords": [
        "GEO",
        "Generative Engine Optimization",
        "content freshness",
        "LLM",
        "RAG",
        "Schema.org"
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      "slug": "how-does-semantic-decomposition-affect-b2b-saas-content-disc",
      "title": "How does semantic decomposition affect B2B SaaS content discoverability?",
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        "semantic decomposition",
        "query decomposition",
        "query rewriting",
        "Retrieval-Augmented Generation (RAG)",
        "Generative Engine Optimization (GEO)",
        "GEO",
        "ROZZ",
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      "slug": "how-does-retrieval-coverage-change-between-basic-rag-and-adv",
      "title": "How does retrieval coverage change between basic RAG and advanced agentic RAG?",
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        "Retrieval-Augmented Generation (RAG)",
        "retrieval coverage",
        "agentic RAG",
        "GEO",
        "FAIR-RAG"
      ],
      "url": "/pages/how-does-retrieval-coverage-change-between-basic-rag-and-adv.html"
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      "slug": "how-does-llm-output-variability-affect-b2b-saas-geo-tracking",
      "title": "How does LLM output variability affect B2B SaaS GEO tracking reliability?",
      "keywords": [
        "LLM",
        "Generative Engine Optimization",
        "GEO",
        "B2B SaaS",
        "RAG",
        "Share of Voice (SOV)",
        "Pinecone",
        "ClaudeBot",
        "GPTBot",
        "Meta AI"
      ],
      "url": "/pages/how-does-llm-output-variability-affect-b2b-saas-geo-tracking.html"
    },
    {
      "slug": "how-do-content-optimization-strategies-geo-aeo-functionally",
      "title": "How do content optimization strategies (GEO / AEO) functionally influence Retrieval-Augmented Generation system components and outcomes?",
      "keywords": [
        "GEO",
        "AEO",
        "Retrieval-Augmented Generation",
        "RAG pipeline",
        "retrievability",
        "extractability",
        "trust signals"
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      "url": "/pages/how-do-content-optimization-strategies-geo-aeo-functionally.html"
    },
    {
      "slug": "how-can-smaller-b2b-saas-companies-overcome-big-brand-bias-i",
      "title": "How can smaller B2B SaaS companies overcome Big Brand Bias in LLM recommendations?",
      "keywords": [
        "Big Brand Bias",
        "Large Language Model (LLM)",
        "Generative Engine Optimization ( GEO )",
        "GEO",
        "RAG",
        "E-E-A-T",
        "Schema.org markup",
        "Earned media",
        "UGC"
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      "url": "/pages/how-can-smaller-b2b-saas-companies-overcome-big-brand-bias-i.html"
    },
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      "slug": "how-can-b2b-saas-companies-identify-the-specific-questions-p",
      "title": "How can B2B SaaS companies identify the specific questions prospects ask LLMs?",
      "keywords": [
        "GEO",
        "Prompt Mapping",
        "RAG",
        "query rewriting",
        "LLM citation"
      ],
      "url": "/pages/how-can-b2b-saas-companies-identify-the-specific-questions-p.html"
    },
    {
      "slug": "how-can-b2b-saas-build-systematic-authority-building-pipelin",
      "title": "How can B2B SaaS build systematic authority-building pipelines for GEO?",
      "keywords": [
        "Generative Engine Optimization (GEO)",
        "GEO",
        "Large Language Models (LLMs)",
        "Retrieval-Augmented Generation (RAG)",
        "E-E-A-T",
        "RAG",
        "SEO",
        "Public Relations (PR)"
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      "url": "/pages/how-can-b2b-saas-build-systematic-authority-building-pipelin.html"
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      "slug": "how-does-generative-engine-optimization-geo-shift-content-st",
      "title": "How does Generative Engine Optimization (GEO) shift content strategy for AI visibility and citation?",
      "keywords": [
        "Generative Engine Optimization (GEO)",
        "AI visibility",
        "citation",
        "RAG chatbot",
        "E-E-A-T"
      ],
      "url": "/pages/how-does-generative-engine-optimization-geo-shift-content-st.html"
    },
    {
      "slug": "does-rozz-offer-agency-partnership-programs",
      "title": "Does ROZZ offer agency partnership programs?",
      "keywords": [
        "ROZZ",
        "GEO",
        "Schema.org",
        "citation testing",
        "automated Q&A pipeline"
      ],
      "url": "/pages/does-rozz-offer-agency-partnership-programs.html"
    },
    {
      "slug": "do-traditional-seo-techniques-like-keyword-stuffing-work-for",
      "title": "Do traditional SEO techniques like keyword stuffing work for GEO?",
      "keywords": [
        "Generative Engine Optimization ( GEO )",
        "GEO",
        "keyword stuffing",
        "large language models (LLMs)",
        "Retrieval-Augmented Generation ( RAG )"
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      "url": "/pages/do-traditional-seo-techniques-like-keyword-stuffing-work-for.html"
    },
    {
      "slug": "do-llms-prefer-third-party-reviews-over-b2b-saas-brand-conte",
      "title": "Do LLMs prefer third-party reviews over B2B SaaS brand content?",
      "keywords": [
        "Large Language Models (LLMs)",
        "Generative Engines (GEs)",
        "user-generated content (UGC)",
        "RAG",
        "E-E-A-T",
        "ROZZ",
        "GEO",
        "G2",
        "Capterra",
        "TrustRadius"
      ],
      "url": "/pages/do-llms-prefer-third-party-reviews-over-b2b-saas-brand-conte.html"
    },
    {
      "slug": "how-fast-do-ai-citation-rates-decay-without-active-content-m",
      "title": "How Fast Do AI citation Rates Decay Without Active Content Maintenance?",
      "keywords": [
        "AI citation rates",
        "GEO",
        "RAG (Retrieval Augmented Generation)",
        "ChatGPT",
        "Claude",
        "Perplexity",
        "Google AI Overviews"
      ],
      "url": "/pages/how-fast-do-ai-citation-rates-decay-without-active-content-m.html"
    },
    {
      "slug": "why-do-chatgpt-citations-disappear",
      "title": "Why do ChatGPT citations disappear?",
      "keywords": [
        "ChatGPT",
        "citations",
        "ROZZ",
        "GEO",
        "RAG"
      ],
      "url": "/pages/why-do-chatgpt-citations-disappear.html"
    },
    {
      "slug": "what-results-does-rozz-deliver-genymotion-case-study",
      "title": "What results does Rozz deliver? Genymotion case study.",
      "keywords": [
        "Rozz",
        "Genymotion",
        "ChatGPT citation rate",
        "ChatGPT-User",
        "rozz.genymotion.com",
        "GEO-optimized content pages",
        "Schema.org",
        "QAPage"
      ],
      "url": "/pages/what-results-does-rozz-deliver-genymotion-case-study.html"
    },
    {
      "slug": "can-llms-rely-on-internal-knowledge-instead-of-retrieved-con",
      "title": "Can LLMs rely on internal knowledge instead of retrieved content for B2B topics?",
      "keywords": [
        "LLMs",
        "Retrieval-Augmented Generation (RAG)",
        "parametric memory",
        "B2B SaaS",
        "Generative Engine Optimization (GEO)",
        "Pinecone",
        "Corrective RAG",
        "tug-of-war between knowledge"
      ],
      "url": "/pages/can-llms-rely-on-internal-knowledge-instead-of-retrieved-con.html"
    },
    {
      "slug": "can-competitors-use-adversarial-techniques-to-manipulate-b2b",
      "title": "Can competitors use adversarial techniques to manipulate B2B SaaS GEO rankings?",
      "keywords": [
        "Generative Engine Optimization ( GEO )",
        "RAG",
        "LLM",
        "BadRAG",
        "TrojanRAG",
        "Strategic Text Sequences (STS)",
        "Membership Inference Attacks",
        "E-E-A-T"
      ],
      "url": "/pages/can-competitors-use-adversarial-techniques-to-manipulate-b2b.html"
    },
    {
      "slug": "can-b2b-saas-help-centers-become-geo-growth-channels-instead",
      "title": "Can B2B SaaS help centers become GEO growth channels instead of cost centers?",
      "keywords": [
        "GEO",
        "B2B SaaS",
        "RAG",
        "help center",
        "QAPage Schema.org"
      ],
      "url": "/pages/can-b2b-saas-help-centers-become-geo-growth-channels-instead.html"
    },
    {
      "slug": "are-websites-becoming-databases-for-ai-chatbots",
      "title": "Are websites becoming databases for AI chatbots?",
      "keywords": [
        "Retrieval-Augmented Generation (RAG)",
        "non-parametric memory",
        "Generative Engine Optimization (GEO)",
        "LLM",
        "vector embeddings",
        "Pinecone"
      ],
      "url": "/pages/are-websites-becoming-databases-for-ai-chatbots.html"
    },
    {
      "slug": "how-to-customize-rozz-chatbot-for-your-site-using-attributes",
      "title": "How to customize Rozz chatbot for your site using attributes?",
      "keywords": [
        "Rozz",
        "data-* attributes",
        "rozz-searchbox",
        "Lit component properties"
      ],
      "url": "/pages/how-to-customize-rozz-chatbot-for-your-site-using-attributes.html"
    },
    {
      "slug": "rozz-box-component-api-reference",
      "title": "Rozz Box Component API REFERENCE",
      "keywords": [
        "Rozz",
        "rozz-searchbox",
        "web component",
        "JavaScript API",
        "Lit"
      ],
      "url": "/pages/rozz-box-component-api-reference.html"
    },
    {
      "slug": "geo-ai-optimization-faq",
      "title": "GEO & AI Optimization: FAQ",
      "keywords": [
        "GEO",
        "RAG",
        "semantic HTML",
        "Schema.org",
        "AI citations",
        "Generative Engine Optimization"
      ],
      "url": "/pages/geo-ai-optimization-faq.html"
    },
    {
      "slug": "547-requests-in-one-day-what-happens-when-gptbot-discovers-y",
      "title": "547 Requests in One Day: What Happens When GPTBot Discovers Your Mirror Site",
      "keywords": [
        "GPTBot",
        "GEO",
        "Schema.org",
        "JSON-LD",
        "llms.txt"
      ],
      "url": "/pages/547-requests-in-one-day-what-happens-when-gptbot-discovers-y.html"
    },
    {
      "slug": "what-ai-bots-read-what-they-ignore-and-what-an-ai-site-is-ac",
      "title": "What AI bots read, what they ignore, and what an AI site is actually for. Part 1: Citation bots",
      "keywords": [
        "rozz.genymotion.com",
        "llms.txt",
        "sitemap.xml",
        "ChatGPT-User",
        "Claude-User",
        "citation bots",
        "Q&A pages",
        "/pages/"
      ],
      "url": "/pages/what-ai-bots-read-what-they-ignore-and-what-an-ai-site-is-ac.html"
    },
    {
      "slug": "two-channels-two-audiences-the-hobbyists-are-on-your-website",
      "title": "Two channels, two audiences. The hobbyists are on your website. The buyers are on the AI.",
      "keywords": [
        "ROZZ",
        "Genymotion",
        "buying_intent"
      ],
      "url": "/pages/two-channels-two-audiences-the-hobbyists-are-on-your-website.html"
    },
    {
      "slug": "ai-site-structure-matters-more-than-we-thought",
      "title": "AI Site Structure Matters More than We Thought",
      "keywords": [
        "AI site structure",
        "topic hubs",
        "ghost topic requests",
        "stability layer",
        "RAG"
      ],
      "url": "/pages/ai-site-structure-matters-more-than-we-thought.html"
    },
    {
      "slug": "three-citation-bots-ten-articles-here-s-what-we-learned-abou",
      "title": "Three citation bots. Ten articles. Here’s what we learned about an AI Site.",
      "keywords": [
        "AI Site",
        "GEO",
        "CloudFront",
        "rozz.genymotion.com",
        "QAPage",
        "Claude Code",
        "Genymotion"
      ],
      "url": "/pages/three-citation-bots-ten-articles-here-s-what-we-learned-abou.html"
    },
    {
      "slug": "we-changed-one-page-perplexitybot-went-from-42-requests-to-5",
      "title": "We changed one page. PerplexityBot went from 42 requests to 511.",
      "keywords": [
        "PerplexityBot",
        "OpenAI SearchBot",
        "ChatGPT-User",
        "ClaudeBot",
        "GEO Pages",
        "Q&A Pages",
        "topic taxonomy"
      ],
      "url": "/pages/we-changed-one-page-perplexitybot-went-from-42-requests-to-5.html"
    },
    {
      "slug": "bing-just-found-genymotion-1-556-bingbot-requests-and-what-i",
      "title": "Bing just found Genymotion: 1,556 BingBot requests and what it means",
      "keywords": [
        "BingBot",
        "ChatGPT-User",
        "GPTBot",
        "ByteSpider",
        "Schema.org",
        "llms.txt",
        "llms-full.txt"
      ],
      "url": "/pages/bing-just-found-genymotion-1-556-bingbot-requests-and-what-i.html"
    },
    {
      "slug": "entry-11-apr-14-2026",
      "title": "Entry #11 · Apr 14, 2026",
      "keywords": [
        "Genymotion",
        "Rozz chatbot",
        "AI site",
        "ChatGPT",
        "CloudFront logs",
        "VirtualBox",
        "CI/CD automation"
      ],
      "url": "/pages/entry-11-apr-14-2026.html"
    },
    {
      "slug": "the-platforms-that-crawl-your-ai-site-the-most-cite-you-the",
      "title": "The platforms that crawl your AI site the most cite you the most (except one)",
      "keywords": [
        "citation rate",
        "ChatGPT",
        "Claude",
        "Perplexity",
        "Gemini",
        "GEO",
        "Genymotion"
      ],
      "url": "/pages/the-platforms-that-crawl-your-ai-site-the-most-cite-you-the.html"
    },
    {
      "slug": "entry-8-mar-24-2026",
      "title": "Entry #8 · Mar 24, 2026",
      "keywords": [
        "ClaudeBot",
        "Claude-SearchBot",
        "GEO pages",
        "Q&A pages",
        "sitemapindex",
        "robots.txt"
      ],
      "url": "/pages/entry-8-mar-24-2026.html"
    },
    {
      "slug": "selling-in-claude-code-from-pricing-to-implementation-in-10",
      "title": "Selling in Claude Code: From Pricing to Implementation in 10 Seconds with an AI Site",
      "keywords": [
        "Claude Code",
        "Claude-User",
        "AI Site",
        "Schema.org QAPage"
      ],
      "url": "/pages/selling-in-claude-code-from-pricing-to-implementation-in-10.html"
    },
    {
      "slug": "what-the-ai-site-reveals-about-ai-mediated-discovery",
      "title": "What the AI Site reveals about AI-mediated discovery",
      "keywords": [
        "CloudFront",
        "ChatGPT-User",
        "Schema.org",
        "session reconstruction"
      ],
      "url": "/pages/what-the-ai-site-reveals-about-ai-mediated-discovery.html"
    },
    {
      "slug": "3x-week-over-week-what-sustained-chatgpt-citation-growth-loo",
      "title": "3x Week-Over-Week: What Sustained ChatGPT Citation Growth Looks Like",
      "keywords": [
        "ChatGPT-User",
        "Schema.org",
        "QAPage",
        "GPTBot",
        "PerplexityBot",
        "CCBot",
        "GEO"
      ],
      "url": "/pages/3x-week-over-week-what-sustained-chatgpt-citation-growth-loo.html"
    },
    {
      "slug": "16x-citation-growth-in-7-days-what-chatgpt-users-are-actuall",
      "title": "16x Citation Growth in 7 Days: What ChatGPT Users Are Actually Asking",
      "keywords": [
        "ChatGPT",
        "citation events",
        "Q&A pages",
        "Schema.org QAPage",
        "GEO pages",
        "CloudFront access logs",
        "GPTBot",
        "ClaudeBot",
        "Meta AI"
      ],
      "url": "/pages/16x-citation-growth-in-7-days-what-chatgpt-users-are-actuall.html"
    },
    {
      "slug": "insights",
      "title": "Insights",
      "keywords": [
        "ROZZ",
        "GEO",
        "GPTBot",
        "BingBot",
        "ClaudeBot",
        "ChatGPT-User",
        "PerplexityBot",
        "citation events"
      ],
      "url": "/pages/insights.html"
    },
    {
      "slug": "about-rozz",
      "title": "About ROZZ",
      "keywords": [
        "ROZZ",
        "GEO",
        "Generative Engine Optimization",
        "AI Discovery",
        "B2B SaaS",
        "ChatGPT",
        "Claude",
        "Perplexity",
        "Google AI Overviews",
        "Android emulator"
      ],
      "url": "/pages/about-rozz.html"
    },
    {
      "slug": "rozz",
      "title": "Rozz",
      "keywords": [
        "Generative Engine Optimization",
        "AI Search Infrastructure",
        "GEO",
        "Schema.org",
        "llms.txt",
        "JSON APIs",
        "RAG"
      ],
      "url": "/pages/rozz.html"
    }
  ]
}