ROZZ — AI Infrastructure for AI Discovery

THE PARADIGM HAS SHIFTED

Prospects ask AI "What's the best [your category]?" They get 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.

WHY TRADITIONAL SEO WON'T SAVE YOU

Research from Ruhr University analyzing 4,600+ AI queries.

53% of companies cited by AI engines don’t appear in Google's top 10 results.

Some don’t even rank in the top 100.

AI systems don’t care about your backlinks.

AI systems don’t care about domain authority.

AI systems don’t care about 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.

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 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.

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 search engines.

WHAT WE INSTALL

AUTOMATED Q&A ARCHITECTURE: Extract questions from customer conversations, generate AI-optimized answer pages with responses in 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 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) 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

[NOTE: CTA sections and scheduling prompts removed per guidelines.]

"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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