The Paradigm Has Shifted
The Paradigm Has Shifted. When prospects ask AI for the best option in a category, the AI provides instant recommendations for 3 to 5 companies cited directly in the response. The competitors are present in those AI responses. If a company is not cited, prospects do not discover that company.
The Search Paradigm Has Shifted
The Search Paradigm Has Shifted. AI traffic will surpass traditional traffic by the end of 2027, according to Semrush research. AI systems provide immediate recommendations rather than relying on traditional search results. AI search engines respond with ranked lists of relevant options, while AI assistants like ChatGPT, Perplexity, and Claude deliver direct comparisons.
Why Traditional SEO Won't Save You
The Hidden Cost of Invisibility. Ruhr University research analyzed 4,600+ AI queries. Fifty-three percent of companies cited by AI engines do not appear in Google's top 10 results. AI systems do not rely on backlinks, domain authority, or keyword optimization. AI systems use retrieval mechanisms that are different from traditional SEO. Prospects exclude companies before evaluation. Competitors with worse products may generate more inbound leads. Sales cycles begin later after shortlists are formed. Organic traffic can plateau despite content investment.
Find What You Need — Select Your Role
Skip traditional navigation. Our AI answers questions based on role. Roles include:
- CEO / Founder
- Marketing Leader
- Technical
- Agency / Partner
Each role has example questions tailored to insights the role cares about.
The Technical Foundation That Enables Great Content
Your content marketing team creates valuable insights. ROZZ provides a technical infrastructure that makes those insights discoverable by AI systems. Great content plus a machine-readable structure equals AI citations.
Answer Directness
AI scans the first 100 words heavily. The content is structured so answers appear first.
Machine Readability
Clean HTML, semantic structure, and Schema.org markup enable reliable parsing by AI.
Source Authority
E-E-A-T signals include author credentials, company information, and citations to authoritative sources.
Freshness Signals
Perplexity heavily weights recency. Updated content signals matter for citation likelihood.
Content plus infrastructure equals discoverability.
ROZZ: Technical Infrastructure for AI Discovery
ROZZ builds the machine-readable layer that makes a 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 and 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, grounded in your actual pages (Retrieval-Augmented Generation). 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 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 to 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
- 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 cannot see but AI systems require.
BUILT ON RESEARCH, PROVEN THROUGH SCALE
Author: Adrien Schmidt, Co-Founder & CEO. Serial tech entrepreneur with 10+ years building AI systems 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 cannot sell to prospects who do not know you exist. Your best content is useless if AI systems cannot cite it. Your competitors are being cited right now while you are excluded.
Pricing: $997/month
Content remains discoverable; no long-term contract. Cancel anytime.
THE ROZZ ARCHITECTURE (REVISITED)
ROZZ includes two integrated products: ROZZ CHATBOT and GEO MIRROR SITE. The systems deploy with minimal configuration and without requiring site redesign.
THE ROZZ VIRTUOUS CYCLE
User queries feed ROZZ CHATBOT. The chatbot provides instant answers. Content is logged to the Q&A pipeline. New content is created. AI systems cite ROZZ content. Visibility increases. User traffic grows. More queries occur, creating a reinforcing loop.
AUTHOR
Adrien Schmidt, Co-Founder & CEO
FOLLOW-UPS
Silent notes explain the architecture, data flow, and how ROZZ maps to AI discovery requirements.
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