GEO stands for Generative Engine Optimization. GEO is the technical infrastructure for AI discovery. GEO makes content machine-readable for AI systems. ROZZ provides GEO as the technical infrastructure for AI discovery.
ROZZ helps B2B SaaS companies get discovered and cited by ChatGPT, Claude, Perplexity, and Google AI Overviews. ROZZ builds the machine-readable layer that makes content discoverable by AI. ROZZ provides a Q&A pathway that turns visitor questions into citable pages with Schema.org markup and llms.txt discovery files. ROZZ mirrors content so that AI systems can reach and cite your pages. ROZZ positions itself as the technical foundation behind visibility, not a traditional monitoring tool.
$997/month. Get cited by AI. San Francisco.
The paradigm has shifted
The paradigm has shifted from traditional SEO to AI citations. When 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.
GEO era versus SEO era
The SEO era focuses on Google rankings. The GEO era focuses on AI citations. 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. Prospects aren’t Googling as before. 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] → ∞ ↑ │ └──────────── COMPOUNDING ←────────────────┘ ADVANTAGE
THE GAP WIDENS
YOU: [INVISIBLE] → [NOT IN DATA] → [NEVER CITED] → ⊗ ↑ │ └────────── VICIOUS ←──────────────────┘ CYCLE
Why traditional SEO won’t save you
Research from Ruhr University analyzing 4,600+ AI queries shows 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 backlinks. AI systems don’t care about domain authority. AI systems don’t care about keyword optimization. They 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 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 input field.
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 plus machine-readable structure equals 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 include author credentials, company info, and citations to authoritative sources.
Freshness Signals
Perplexity heavily weights recency. “Updated Dec 2025” matters more than you think.
Content plus infrastructure equals discoverability.
ROZZ: technical infrastructure for AI discovery
ROZZ builds a 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 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. Answers are grounded in your actual pages (Retrieval-Augmented Generation). Bonus: Every question is logged and feeds your 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 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. Serial tech entrepreneur with 10+ years of experience 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 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 search. No long-term contract. Cancel anytime.
► Schedule 15-minute demo. ► Sign up now.
“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.