Last Updated: 2026-02-02
ROZZ helps B2B SaaS companies get discovered by AI systems. ROZZ helps B2B SaaS companies get cited by AI systems such as 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. ROZZ turns captured questions into citable Q&A pages. ROZZ outputs Schema.org markup. ROZZ outputs llms.txt discovery files. ROZZ is a technical foundation that makes visibility possible. ROZZ is not a monitoring tool.
Pricing: $997/month.
Location: San Francisco Bay Area.
THE PARADIGM HAS SHIFTED
When prospects ask AI "What's the best [your category]?", AI responses provide 3 to 5 company recommendations cited directly in the response.
Your competitors are in those AI responses. If you are not, prospects do not discover you.
THE GEO ERA (AI Citations) vs THE SEO ERA (Google Rankings)
SEO ERA focuses on traditional search engine rankings. GEO ERA focuses on AI citations from AI systems. AI traffic will surpass traditional traffic by the end of 2027 according to Semrush research.
AI systems no longer rely on backlinks, domain authority, or keyword optimization in the same way. They use retrieval mechanisms that run counter to traditional SEO understanding.
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 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 in the chat box below.
THE TECHNICAL FOUNDATION THAT ENABLES GREAT CONTENT
Your content marketing team creates valuable insights. Your technical infrastructure makes them discoverable by AI systems.
ANSWER DIRECTNESS
AI scans first 100 words heavily. Your content should present answers 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, and citations to authoritative sources.
FRESHNESS SIGNALS
Perplexity heavily weights recency. An "Updated" date matters.
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 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 and topic clusters demonstrating comprehensive coverage. API endpoints for programmatic discovery.
- AI CRAWLER MANAGEMENT
llms.txt configuration and 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. Grounded in your actual pages (Retrieval-Augmented Generation). There is 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
- 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 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
- Former AI Product Manager with 10+ years 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.
Pricing: $997/month
FOR B2B SAAS CEOS: START GETTING CITED BY AI
The question isn't whether your prospects use AI. It is whether they find you when they do.
ROZZ — AI Infrastructure ✉ rozz@rozz.site San Francisco Bay Area
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