ROZZ — AI Infrastructure

ROZZ helps B2B SaaS companies get discovered and cited by ChatGPT, Claude, Perplexity, and Google AI Overviews. ROZZ builds the machine-readable infrastructure that makes content discoverable by AI. ROZZ provides a chatbot, Schema.org markup, and llms.txt discovery files. San Francisco Bay Area.

Pricing is $997/month. There is no long-term contract. You can cancel anytime.

THE PARADIGM HAS SHIFTED When prospects ask AI, “What’s the best [your category]?” they receive instant recommendations for 3 to 5 companies cited directly in the response. Your competitors are in those AI responses. If you’re not, prospects may never discover you.

THE GEO ERA

GEO stands for Generative Engine Optimization. GEO is the practice of optimizing content for AI discovery.

AI traffic will surpass traditional traffic by the end of 2027, according to Semrush research.

Prospects ask questions instead of performing traditional searches.

Examples of questions include:

“What’s the best CRM for small businesses?”
“Which project management tool has the best API?”
“Show me customer data platforms under $500/month”

ChatGPT responds instantly with 3–5 company recommendations.

Perplexity provides a ranked list.

Claude writes detailed comparisons.

YOUR COMPETITORS ARE IN THOSE RESPONSES. YOU’RE NOT.

THE TECHNICAL FOUNDATION THAT ENABLES GREAT CONTENT Great content plus machine-readable structure equals AI citations. Answer Directness: AI scans the first 100 words heavily. Content is structured so answers come first. Machine Readability: Clean HTML, semantic structure, Schema.org markup AI can parse with confidence. Source Authority: E-E-A-T signals include author credentials, company info, citations to authoritative sources. Freshness Signals: Perplexity weights recency; “Updated Dec 2025” matters. Companies achieving 60–75% citation rates combine strong content with the technical layer AI systems require to extract and cite it.

ANSWER DIRECTNESS Answer Directness ensures the answer appears early in the content. It is achieved by structuring content so the answer appears in the first 100 words.

MACHINE READABILITY Machine Readability uses clean HTML and semantic structure. Schema.org markup is included to aid AI parsing.

SOURCE AUTHORITY Source Authority uses E-E-A-T signals. Author credentials and authoritative citations are included.

FRESHNESS SIGNALS Freshness Signals prioritize recency in AI evaluation. Updated content improves recitation by AI systems.

THE ROZZ ARCHITECTURE ROZZ provides two integrated products. One virtuous cycle.

ROZZ CHATBOT Deployed on your domain as an AI-powered widget. The chatbot answers visitor questions using YOUR content via Retrieval-Augmented Generation (RAG). The chatbot has no hallucination because answers are grounded in your pages. Questions asked by visitors are logged to feed the content pipeline. Deployment uses a single script tag. The chatbot operates with RAG to provide grounded responses.

GEO MIRROR SITE Deployed at rozz.yourdomain.com. Content is optimized with Schema.org markup. Answer-first structure is used for AI consumption. Q&A pages are created from real user questions. llms.txt is used for AI crawler discovery. The mirror site uses canonical tags pointing to the original content. Q&A pages from real user questions are indexed for discovery.

CLIENT SETUP REQUIRED: 2 DNS records (CNAME for rozz.yourdomain subdomain) 1 file llms.txt at your domain root That’s it. No website redesign. No CMS changes.

WHAT WE MEASURE Citation rate across Claude, ChatGPT, Perplexity, Gemini, Google AI Overviews. Position when cited (1st, 2nd, or 3rd recommendation). Coverage across priority queries. Week-over-week improvement trends.

WHAT THIS DOESN'T DO ROZZ is technical infrastructure, not content creation. We don’t write marketing content. We don’t distribute to Reddit, YouTube, or social platforms. We don’t replace your content strategy. We don’t require website redesign. We don’t hurt your SEO. ROZZ is SEO-safe: mirror site uses canonical tags pointing to your original content. No duplicate content penalties. The machine-readable layer makes your existing content discoverable.

BUILT ON RESEARCH, PROVEN THROUGH SCALE AUTHOR: Adrien Schmidt, Co-Founder & CEO Adrien Schmidt is a serial tech entrepreneur with 10+ years of experience building AI systems and products. The company’s approach is grounded in peer-reviewed research on: Retrieval-Augmented Generation (RAG) systems Neural information retrieval LLM citation behavior Platform-specific ranking mechanisms Every optimization is backed by academic papers, tested across 200+ queries and four platforms, and validated through measurable citation improvements. The approach is updated continuously as AI systems evolve. WE APPLY SCIENCE. NOT GUESSWORK.

FOR B2B SAAS CEOS WHO CAN'T AFFORD INVISIBILITY Your sales team cannot sell to prospects who don’t know you exist. Your best content is useless if AI systems can’t cite it. Your competitors are getting cited right now—while you’re excluded. $997/month. No long-term contract. Cancel anytime.

THE ROZZ VIRTUOUS CYCLE User queries → Rozz chatbot → Instant answers → Logged to Q&A pipeline → New content created → AI systems cite you → More visibility → More user traffic → More queries.

THE ROZZ ARCHITECTURE Two integrated products. One virtuous cycle.

ROZZ CHATBOT Deployed on your domain. AI-powered search widget embedded on your website. Answers visitor questions using YOUR content via RAG. No hallucination—grounded in your content. Questions logged feed content pipeline. Single script tag deployment.

GEO MIRROR SITE Deployed at rozz.yourdomain.com. Optimized content with Schema.org markup, answer-first structure, and freshness signals that AI systems require. SEO-safe: canonical tags to your original content. Q&A pages from real user questions. llms.txt for AI crawler discovery.

CLIENT SETUP REQUIRED 2 DNS records (CNAME for rozz.yourdomain subdomain) 1 file (llms.txt) at domain root That’s it. No website redesign. No CMS changes.

WHAT WE MEASURE Citation rate across Claude, ChatGPT, Perplexity, Gemini, Google AI Overviews Position when cited (1st, 2nd, or 3rd recommendation) Coverage across priority queries Week-over-week improvement trends TARGET: 60-75% CITATION RATE WITHIN 90 DAYS

WHAT THIS DOESN'T DO ROZZ is technical infrastructure, not content creation We don’t write your marketing content We don’t distribute to Reddit, YouTube, or social platforms We don’t replace your content strategy We don’t require website redesign We don’t hurt your SEO

BUILT ON RESEARCH, PROVEN THROUGH SCALE AUTHOR: Adrien Schmidt, Co-Founder & CEO Adrien Schmidt is a serial tech entrepreneur with 10+ years of experience building AI systems. Our approach is grounded in peer-reviewed research on: Retrieval-Augmented Generation (RAG) Neural information retrieval LLM citation behavior Platform-specific ranking mechanisms Every optimization is backed by academic papers, tested across 200+ queries and four platforms, and validated through measurable citation improvements. WE APPLY SCIENCE. NOT GUESSWORK.