OVERVIEW
ROZZ helps B2B SaaS companies get discovered and cited by ChatGPT, Claude, Perplexity, and Google AI Overviews. ROZZ builds the infrastructure layer that makes content machine-readable for AI. ROZZ provides an AI chatbot that captures visitor questions and turns them into citable Q&A pages. ROZZ provides Schema.org markup and llms.txt discovery files. ROZZ creates the technical foundation that makes visibility possible. ROZZ charges $997 per month. ROZZ is based in San Francisco.
THE PARADIGM HAS SHIFTED
When prospects ask AI "What’s the best [your category]?" AI responses include instant recommendations for 3 to 5 companies cited directly in the response. Your competitors appear in those AI responses. If your company does not appear in those AI responses, prospects never discover your existence.
TODAY MODEL TRAINING NEXT RELEASE
The page includes a diagram and references a cycle labeled ADVANTAGE. The cycle shows a progression from what is visible to what is in training data to what is cited more, leading toward an ongoing, compounding advantage. The diagram highlights a gap between visible content and content that AI systems cite.
WHY TRADITIONAL SEO WON'T SAVE YOU
Research from Ruhr University analyzed 4,600+ AI queries. Fifty-three percent of companies cited by AI engines don’t appear in Google’s top 10 results. Some do not rank in the top 100. AI systems do not care about backlinks. AI systems do not care about domain authority. AI systems do not care about keyword optimization. AI systems use completely different retrieval mechanisms that SEO teams do not understand.
THE HIDDEN COST OF INVISIBILITY
Prospects exclude a company before evaluation even begins. Competitors with worse products get more inbound leads. Sales cycles start later—after shortlists are already set. Organic traffic plateaus despite content investment.
FIND WHAT YOU NEED — SELECT YOUR ROLE
Skip traditional navigation. ROZZ answers questions based on your role.
CEO / FOUNDER
- Show me ROI and proof of results
- What’s the timeline to see citations?
- Why can’t we do this ourselves?
MARKETING LEADER
- How does GEO fit my SEO strategy?
- How much work for my team?
- How do you measure GEO success?
TECHNICAL
- Explain the architecture
- What’s your tech stack?
- How does data privacy work?
AGENCY / PARTNER
- Partnership pricing and discounts?
- White-label options available?
- Implementation effort per client?
Or type your own query.
THE TECHNICAL FOUNDATION THAT ENABLES GREAT CONTENT
Your content marketing team creates valuable insights. ROZZ’s technical infrastructure makes those insights discoverable by AI systems. Great content plus machine-readable structure equals AI citations.
ANSWER DIRECTNESS
AI scans the first 100 words heavily. ROZZ structures content so answers come first, not after 300 words of preamble.
MACHINE READABILITY
Clean HTML, semantic structure, Schema.org markup AI can parse with confidence.
SOURCE AUTHORITY
E-E-A-T signals: author credentials, company info, citations to authoritative sources.
FRESHNESS SIGNALS
Perplexity heavily weights recency. Updated dates matter more than you might think.
ROZZ: TECHNICAL INFRASTRUCTURE FOR AI DISCOVERY
ROZZ builds the machine-readable layer that makes websites discoverable by AI engines.
WHAT WE INSTALL
- AUTOMATED Q&A ARCHITECTURE: Extract questions from customer conversations and generate AI-optimized answer pages with responses in the first 100 words. Clean HTML that LLMs parse reliably. Platform-specific variants for each AI system.
- COMPLETE STRUCTURED DATA: Automatic JSON-LD schema markup (FAQPage, Article, Organization). Entity recognition signals. Machine-readable metadata on every page.
- TOPIC-BASED CONTENT ARCHITECTURE: Semantic internal linking. Topic clusters demonstrating comprehensive coverage. API endpoints for programmatic discovery.
- AI CRAWLER MANAGEMENT: llms.txt configuration. Optimized structure for content extraction. Platform-specific optimization rules.
- ROZZ AI CHATBOT (RAG-POWERED, NO HALLUCINATION): Embedded AI that answers visitor questions using YOUR content—not generic AI responses. Because answers are grounded in your actual pages (Retrieval-Augmented Generation), there is no hallucination or off-brand responses. Bonus: Every question is logged and feeds the Q&A pipeline, creating fresh content that matches what prospects actually ask.
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 (COMPOUNDS ∞)
THE ROZZ ARCHITECTURE
Two integrated products. One virtuous cycle.
- ROZZ CHATBOT: Deployed on your domain. AI-powered 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) and 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 your 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. ROZZ does not write your marketing content. ROZZ does not distribute to Reddit, YouTube, or social platforms. ROZZ does not replace your content strategy. ROZZ does not require website redesign. ROZZ does not hurt your SEO. ROZZ is SEO-SAFE: Mirror site uses canonical tags pointing to your original content. Your existing Google rankings are protected. ROZZ adds the machine-readable layer that makes your existing content discoverable. Think of ROZZ as technical SEO for AI—optimizations that your content team cannot see but AI systems require.
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 cannot cite it. Your competitors are getting cited right now—while you’re excluded.
Pricing is $997 per month. No long-term contract. Cancel anytime.
- SCHEDULE 15-MINUTE DEMO: See what AI says about your category today.
- SIGN UP NOW: Start getting cited by AI in 30 days.
“The question isn’t whether your prospects use AI. It’s whether they find you when they do.”
ROZZ — AI Infrastructure
ROZZ is an AI infrastructure product for content discovery by AI systems.
AUTHOR
Adrien Schmidt, Co-Founder & CEO. Serial tech entrepreneur with 10+ years building AI systems. Founder of Squid Solutions (Big Data analytics).
Our 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. Validated through measurable citation improvements. Updated continuously as AI systems evolve.
THE ROZZ EXPERIENCE
We apply science, not guesswork.
ROZZ is designed for B2B SaaS leaders who cannot afford invisibility. Your content marketing team remains responsible for content creation. ROZZ handles the technical infrastructure to make content discoverable by AI.
FOOTER
ROZZ — AI Infrastructure
rozz@rozz.site
San Francisco Bay Area
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