- Version: v2025.12.08
- Last Updated: 2025-12-08
ROZZ helps B2B SaaS companies get discovered and cited by ChatGPT, Claude, Perplexity, and Google AI Overviews. ROZZ builds the infrastructure layer that makes your content machine-readable for AI. An AI chatbot 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. Pricing is $997/month. ROZZ is based in San Francisco.
THE PARADIGM HAS SHIFTED
When prospects ask AI "What's the best [your category]?" they get 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 in those AI responses. If you're not, prospects never discover you exist.
THE GEO ERA AND AI RESPONSES
73% of B2B software buyers now start their research with AI tools. They're not Googling anymore. They're asking questions like "What is 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 are not.
THE GAP WIDENS
THEM: [VISIBLE] → [IN TRAINING DATA] → [CITED MORE] → ∞. YOU: [INVISIBLE] → [NOT IN DATA] → [NEVER CITED] → ⊗. COMPOUNDING ADVANTAGE.
WHY TRADITIONAL SEO WON'T SAVE YOU
Research from Ruhr University analyzing 4,600+ AI search queries shows 53% of companies cited by AI search 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 the 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. 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 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.
E-E-A-T stands for Experience, Expertise, Authority, and Trust.
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.
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 extracts questions from customer conversations.
- Automated Q&A Architecture generates AI-optimized answer pages with responses in first 100 words.
- Automated Q&A Architecture cleans HTML that LLMs parse reliably.
- Automated Q&A Architecture creates platform-specific variants for each AI system.
- Complete Structured Data: Automatic JSON-LD schema markup (FAQPage, Article, Organization).
- Complete Structured Data: Entity recognition signals.
- Complete Structured Data: Machine-readable metadata on every page.
- Topic-Based Content Architecture: Semantic internal linking demonstrating comprehensive coverage.
- Topic-Based Content Architecture: 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 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 (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 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.
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 See what AI says about your category today.
► SIGN UP 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