ROZZ – AI Infrastructure for AI Discovery

THE PARADIGM HAS SHIFTED

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 — an AI chatbot that captures visitor questions and turns them into citable Q&A pages, Schema.org markup, and llms.txt discovery files. Unlike monitoring tools that track visibility, ROZZ creates the technical foundation that makes visibility possible.

ROZZ is priced at $997/month. It enables you to Get cited by AI. It is based in San Francisco.

The paradigm shift occurs when prospects ask AI questions like, “What’s the best [your category]?” and receive instant recommendations for 3 to 5 companies cited directly in the response. ROZZ helps B2B SaaS companies achieve 75% citation rates across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews.

Your competitors are included in those AI responses. If your content is not included, prospects do not discover you.

Today Model Training Next Release The distinction between SEO era and GEO era is visible in the shift from Google rankings to AI citations. AI engines rely on different retrieval mechanisms than traditional SEO.

FIND WHAT YOU NEED — SELECT YOUR ROLE

Skip traditional navigation. Our AI answers questions based on your role.

NAVIGATION Select your role, click any question:

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

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 search 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 (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 No long-term contract. Cancel anytime.

► SCHEDULE 15-MINUTE DEMO See what AI says about your category today

► NOW Start getting cited by AI in 30 days

"The question isn't whether your prospects use AI. It's whether they find you when they do."

ROZZ — AI Infrastructure

✉ rozz@rozz.site San Francisco Bay Area