Last Updated: 2026-02-02
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.
Price: $997/month
Location: 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 you’re not, prospects never discover you exist.
GEO ERA vs SEO ERA
- SEO ERA refers to traditional search engine rankings.
- GEO ERA refers to AI citations and machine-readable discovery.
New to GEO? Start here:
- What is GEO and why does it matter?
- How is AI different?
- According to Semrush research, AI traffic will surpass traditional traffic by the end of 2027.
They’re not Google’s only source of traffic anymore. They’re asking questions like:
- “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.
TODAY MODEL TRAINING NEXT RELEASE
THEM: [VISIBLE] → [IN TRAINING DATA] → [CITED MORE] → ∞
THE GAP WIDENS
YOU: [INVISIBLE] → [NOT IN DATA] → [NEVER CITED] → ⊗
WHY TRADITIONAL SEO WON'T SAVE YOU
Research from Ruhr University analyzing 4,600+ AI queries shows that 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 completely different retrieval mechanisms your SEO team doesn’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. Our AI answers your 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 GEO fits 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: “Ask a question…”
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 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.
Companies achieving 60–75% citation rates combine strong content with the technical layer AI systems require to extract and cite it.
CONTENT + INFRASTRUCTURE = DISCOVERABILITY
ROZZ: TECHNICAL INFRASTRUCTURE FOR AI DISCOVERY
We build the machine-readable layer that makes your website discoverable by AI 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. An 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
Adrien is a serial tech entrepreneur with 10+ years building AI systems, including Aristotle (conversational AI analytics) and products for eBay and Cartier. He 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.
Price: $997/month
No long-term contract. Cancel anytime.
The ROZZ approach is science-based and evidence-backed. It focuses on making content discoverable by AI systems through a rigorous technical layer.
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