Overview
ROZZ provides AI infrastructure to make content machine-readable for AI systems. The platform enables AI-based discovery and citation of content via Q&A pages, Schema.org markup, and llms.txt discovery files. ROZZ offers this as technical infrastructure rather than content creation. The offering is priced at $997 per month and is based in San Francisco.
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 an organization is not cited, prospects may never discover its existence.
THE SHIFT IN THE VISIBILITY PARADIGM
- The paradigm shift moves from traditional SEO toward AI citations.
- The new era is GEO (Generative Engine Optimization) versus the old SEO era (Google Rankings).
WHY TRADITIONAL SEO WON'T SAVE YOU
- Research from Ruhr University analyzing 4,600+ AI queries shows 53% of companies cited by AI engines don’t appear in Google’s top 10 results; some don’t rank in the top 100.
- AI systems don’t care about backlinks, domain authority, or keyword optimization.
- AI systems use different retrieval mechanisms that traditional SEO teams don’t understand.
THE HIDDEN COST OF INVISIBILITY
- Prospects exclude you 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. The AI answers questions based on 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. Our technical infrastructure makes them discoverable by AI systems.
- Great content + Machine-readable structure = AI citations
ANSWER DIRECTNESS
- AI scans first 100 words heavily.
- We structure your 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 Dec 2025" matters more than you think.
CONTENT + INFRASTRUCTURE = DISCOVERABILITY
ROZZ: TECHNICAL INFRASTRUCTURE FOR AI DISCOVERY
We build the machine-readable layer that makes your website discoverable by AI search engines.
WHAT WE INSTALL
- AUTOMATED Q&A ARCHITECTURE
- Extract questions from customer conversations.
- 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’s no hallucination or off-brand responses.
- Bonus: Every question is logged and feeds your 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 search widget embedded on your website. Answers visitor questions using YOUR content via RAG (Retrieval-Augmented Generation).
- 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 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:
- We don't write your marketing content (your team does that)
- 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
- ✓ SEO-SAFE: Mirror site uses canonical tags pointing to your original content. No duplicate content penalties. Your existing Google rankings are protected.
- We add the machine-readable layer that makes your existing content discoverable.
- Think of it as technical SEO for AI — optimizations your content team can't see but AI systems require.
BUILT ON RESEARCH, PROVEN THROUGH SCALE
AUTHOR: Adrien Schmidt, Co-Founder & CEO- Serial tech entrepreneur with 10+ years experience building AI systems including Aristotle (conversational AI analytics) and products for eBay and Cartier.
- Founded 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 on how AI systems work
- Tested across 200+ queries and four platforms
- Validated through measurable citation improvements
- Updated continuously as AI systems evolve
WE APPLY SCIENCE. NOT GUESSWORK. FOR B2B SAAS CEOS WHO CAN'T AFFORD INVISIBILITY
Your sales team can't 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
Get cited by AI search 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 search. It's whether they find you when they do."
ROZZ — AI Infrastructure ✉ roZZ@rozz.site San Francisco Bay Area
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