# ROZZ > B2B SaaS AI Search Visibility Platform ROZZ is a Generative Engine Optimization (GEO) platform that helps B2B SaaS companies become discoverable by AI systems like ChatGPT, Claude, and Perplexity. ROZZ deploys AI chatbots on client websites to answer visitor questions instantly, while generating optimized mirror site content and structured Q&A that ensures brands appear in AI-driven search results. **Source:** rozz.site | **Pages:** 71 | **Q&As:** 97 | **Topics:** 14 | **Updated:** 2026-04-23 --- ## Frequently Asked Questions ### What is llms.txt and Why Should You Implement It Now? **llms.txt** is an emerging standard that provides AI systems with a structured summary of your website content in Markdown format. While formal adoption is still evolving, the signal is clear: Anthropic, Perplexity, and Google have all implemented llms.txt for their own documentation—they're building infrastructure around this standard. OpenAI's crawlers already fetch llms.txt files every 15 minutes on monitored domains. With 844,000+ websites now implementing llms.txt and major AI platforms actively engaging with the format, early adopters are positioning themselves for the moment AI systems formally incorporate it into their retrieval pipelines. The key to effective implementation isn't speed—it's precision. A well-structured llms. [Full answer](./qna/what-is-llms-txt-and-why-should-you-implement-it-now.html) ### How can I contact support? **How can I contact support?** You can typically contact support through the help center or support page of the specific service you're using. For Rozz, support options may include: - **Help Center**: Check for a dedicated help center or FAQ section on the website. - **Email**: Look for a support email address listed on the site. - **Live Chat**: Some websites offer live chat support for immediate assistance. - **Contact Form**: You may find a form to fill out for specific inquiries. If you're looking for something specific regarding Rozz's support, please let me know! What type of support are you interested in? Is it for technical issues, billing inquiries, or something else? [Full answer](./qna/how-can-i-contact-support.html) ### My company has content spread across several subdomains. Can Rozz index all of them into a single search experience? **Can Rozz index content from multiple subdomains into a single unified search experience?** ✅ YES — Rozz can unify content from multiple subdomains into one search/chat experience. Short explanation - Rozz indexes site content into a unified vector store (Pinecone) and retrieves semantically relevant passages to power a single RAG-powered chatbot/search box ([Why is Website Search Broken...](https://rozz.site/qna/why-website-search-is-broken-and-how-to-fix-it.html)). - The platform includes AI crawler management, llms.txt rules, API endpoints, and a GEO Mirror (deployed at a rozz.yourdomain.com subdomain) to make content across your site machine-readable and discoverable by the system ([ROZZ GEO — Generative Engine Optimization](https://rozz. [Full answer](./qna/my-company-has-content-spread-across-several-subdomains-can-5.html) ### How long does it typically take to see results, like increased citations, after implementing Rozz on my site? **How long after implementing Rozz will I typically see increased citations on my site?** Short answer: Initial citations can appear within days to 2–3 weeks; noticeable, measurable gains are common by ~3 months; established, sustained authority typically takes 6–12+ months. Rozz targets a 60–75% citation rate within 90 days and even offers a 30‑day results guarantee (first citations in 2–3 weeks) per their docs. Why and how that timeline breaks down: - Immediate → Days to 2–3 weeks: AI crawlers can discover the GEO mirror and chatbot outputs quickly; some citations (e.g., Reddit/YouTube mentions or AI retrievals) can appear almost immediately. [What is the timeline to see citations?](https://rozz.site/qna/what-is-timeline-to-see-citations. [Full answer](./qna/how-long-does-it-typically-take-to-see-results-like-increase-5.html) ### What kind of analytics or insights does Rozz provide regarding user questions and chatbot performance? **What kind of analytics or insights does Rozz provide regarding user questions and chatbot performance?** Short answer — Rozz provides dashboard analytics for usage, performance, content insights and user behavior: totals and trends (queries, conversations, errors), searchable Q&A logs, response/cache editing, device & language breakdowns, time-of-day and duration metrics, and a question word cloud. Details - Global metrics: total queries, unique conversations, average queries per conversation, and errors. - Questions & Answers reporting: a fully searchable table showing user-submitted questions alongside Rozz’s generated answers (helps spot specific interactions and trends). [Full answer](./qna/what-kind-of-analytics-or-insights-does-rozz-provide-regardi-5.html) ### How does Rozz handle updates to my website content? Is the AI chatbot automatically re-indexed? **How does Rozz handle updates to my website content? Is the AI chatbot automatically re-indexed?** ✅ YES — Rozz automatically ingests and re-processes your public site content so the chatbot uses an up-to-date index. Short answer - Rozz crawls your public site and stores semantic embeddings in Pinecone. Its GEO pipeline automatically filters, deduplicates, and moderates content and updates the retrieval index that powers the chatbot. Visitor questions are also logged and fed back into the GEO pipeline, which can generate fresh Q&A pages (with timestamps) so the system continuously refreshes coverage and recency signals. [Why is Website Search Broken and How Can We Fix It?](https://rozz.site/qna/why-website-search-is-broken-and-how-to-fix-it. [Full answer](./qna/how-does-rozz-handle-updates-to-my-website-content-is-the-ai-5.html) ### Do you offer a free trial or a demo so I can see how Rozz would work with my specific website content? **Do you offer a free trial or a demo so I can see how Rozz would work with my specific website content?** Demo: ✅ YES — Rozz provides an interactive demo you can try now, and the site also offers a 15‑minute demo you can schedule to review how Rozz would work with your content. Free trial: ❌ NO (not mentioned in the available documentation) — there’s no explicit reference to a free trial in the public docs I reviewed. Details and where to try/schedule - Try the live interactive demo: [Rozz Demo](https://rozz.site/demo.html) - Schedule a short walkthrough / 15‑minute demo (mentioned on the site): [How Fast Do AI Citation Rates Decay Without Active Content Maintenance?](https://rozz.site/qna/citation-decay-rates. [Full answer](./qna/do-you-offer-a-free-trial-or-a-demo-so-i-can-see-how-rozz-wo-5.html) ### Can you explain the difference between your AI chatbot and a traditional live chat or rule-based chatbot? **Can you explain the difference between your AI chatbot and a traditional live chat or rule-based chatbot?** Short answer — Rozz (our AI chatbot) is an LLM-powered, RAG-enabled conversational assistant that understands natural language, pulls answers from your site content, and continuously logs real visitor questions for content optimization. That differs from live chat (human agents) and rule-based chatbots (decision trees) in capability, scale, and how they handle long-tail, contextual queries. Explanation (key differences) - Understanding and flexibility - Rozz AI chatbot: Natural-language understanding + semantic search. It answers conversational, multi-step questions (the long tail) by retrieving and synthesizing your content (RAG). [Rozz Demo](https://rozz.site/demo. [Full answer](./qna/can-you-explain-the-difference-between-your-ai-chatbot-and-a-5.html) ### My company has content spread across several subdomains. Can Rozz index all of them into a single search experience? **Can Rozz index all my subdomains into a single search experience?** ✅ YES — Rozz can index content across multiple subdomains and present it as a single, unified on-site search/chat experience. How it works (brief) - Rozz indexes site content into a vector store (Pinecone) and uses semantic retrieval (RAG) to answer visitors with content from across your site. - For AI discoverability and unified delivery Rozz uses a combination of: a deployed chatbot/script, llms.txt to manage crawler access, DNS CNAMEs for the ROZZ subdomain, and a GEO mirror site (e.g., `rozz.yourdomain.com`) that aggregates optimized, canonical-marked content. Typical setup steps 1. Add the Rozz script/component to your site (deployed on your domain) so the chatbot can surface aggregated results. 2. [Full answer](./qna/my-company-has-content-spread-across-several-subdomains-can-4.html) ### How long does it typically take to see results, like increased citations, after implementing Rozz on my site? **How long does it typically take to see results, like increased citations, after implementing Rozz on my site?** Short answer: Initial citations can appear within days to 2–3 weeks; measurable gains are typically visible by 3 months; and established authority often takes 6–12+ months. Rozz targets a 60–75% citation rate within 90 days and offers a 30‑day results guarantee (first citations in 2–3 weeks or full refund). Sources: [What is the timeline to see citations?](https://rozz.site/qna/what-is-timeline-to-see-citations.html), [ROZZ GEO — Generative Engine Optimization (GEO) and AI Search Infrastructure](https://rozz.site/contact) More detail - Immediate to short term (days → 8 weeks) - Some citations can appear almost immediately (even next day on high‑visibility platforms). [Full answer](./qna/how-long-does-it-typically-take-to-see-results-like-increase-4.html) ### Do you offer a free trial or a demo so I can see how Rozz would work with my specific website content? **Do you offer a free trial or a demo so I can see how Rozz would work with my specific website content?** ✅ YES — a demo is available; ❌ NO clear mention of a free trial in the public docs I reviewed. Brief details - There’s an interactive Rozz demo you can try right now on the site: [Rozz Demo](https://rozz.site/demo.html). - The site also invites visitors to schedule a short, tailored demo (for example, to review citation/freshness on a specific site): [How Fast Do AI Citation Rates Decay…](https://rozz.site/qna/citation-decay-rates.html) (this page includes “► Schedule a 15-minute demo”). [Full answer](./qna/do-you-offer-a-free-trial-or-a-demo-so-i-can-see-how-rozz-wo-4.html) ### What kind of analytics or insights does Rozz provide regarding user questions and chatbot performance? **What kind of analytics or insights does Rozz provide regarding user questions and chatbot performance?** Short answer — Rozz gives a dashboard with usage & performance metrics, searchable question → answer logs, tooling to edit cached answers, and audience/behavior breakdowns to spot trends and fix responses. Details - Global metrics: total queries, unique conversations, average queries per conversation, and error counts. - Questions & Answers reporting: full searchable table of user questions paired with Rozz’s generated answers to review interactions and spot issues. - Interactive cache management: edit cached responses directly in the dashboard (cache items retained for 2 months). - Device & language breakdown: which devices and languages users are using. [Full answer](./qna/what-kind-of-analytics-or-insights-does-rozz-provide-regardi-4.html) ### Can you explain the difference between your AI chatbot and a traditional live chat or rule-based chatbot? **Can you explain the difference between your AI chatbot and a traditional live chat or rule-based chatbot?** Short answer: Rozz is an LLM-powered, retrieval-augmented (RAG) chatbot that understands natural language, finds answers from your site content, and automatically captures visitor questions for continuous optimization—whereas a traditional live chat is human‑staffed (real-time person-to-person support) and a rule‑based chatbot follows pre-scripted decision trees with limited language understanding. Why that matters — key differences - Understanding and coverage - Rozz: Natural language understanding + semantic search lets it handle conversational, long‑tail questions and synthesize answers from your content (high coverage of varied phrasings). [Rozz Demo](https://rozz. [Full answer](./qna/can-you-explain-the-difference-between-your-ai-chatbot-and-a-4.html) ### What exactly is AI Search Optimization and how does Rozz help my website get cited by AI? **What exactly is AI Search Optimization and how does Rozz help my website get cited by AI?** Short answer — AI Search Optimization (called GEO by ROZZ) is the process of making your website’s content machine-readable, scannable, and answer-first so large language models (LLMs) and AI engines can reliably extract and cite it. ROZZ does this by adding a technical layer (on-site RAG + a GEO mirror site + structured data + crawler signals) that converts your existing content into the formats and signals AI systems use to select citations. [Full answer](./qna/what-exactly-is-ai-search-optimization-and-how-does-rozz-hel-5.html) ### How long does it typically take to see results, like increased citations, after implementing Rozz on my site? **How long does it typically take to see results, like increased citations, after implementing Rozz on my site?** Short answer: You can see initial citations within days to 2–3 weeks, large measurable gains by ~90 days (60–75% citation-rate target), and stronger authority over 3–12+ months depending on content effort. Details / expected timeline - Immediately (next day): Some high‑authority platforms or generative engines can pick up optimized content very quickly. - Week 1–2: Content indexed by AI crawlers; initial 0–10% citation rate possible. - Week 3–4: Early citations commonly appear (10–30%). - Weeks 5–8: Strong traction phase (40–60% citation rate). - 3 months (≈90 days): ROZZ targets a 60–75% citation rate and reports measurable ROI/traffic lifts in this window. [Full answer](./qna/how-long-does-it-typically-take-to-see-results-like-increase-3.html) ### Do you offer a free trial or a demo so I can see how Rozz would work with my specific website content? **Do you offer a free trial or a demo so I can see how Rozz would work with my specific website content?** ✅ YES — Rozz provides an interactive public demo you can try immediately, and the site also offers a short (15-minute) demo/walkthrough to review your site’s content. I did not find explicit wording about a paid or free trial in the available docs, only the live demo and the option to schedule a demo. Quick next steps - Try the live demo chatbot now: https://rozz.site/demo.html - To see Rozz applied to your own content or get a walkthrough of citation/freshness issues, schedule the 15-minute demo mentioned on the site: https://rozz.site/qna/citation-decay-rates.html - If you want to test Rozz on your site yourself, you can install the script tag described here: https://rozz. [Full answer](./qna/do-you-offer-a-free-trial-or-a-demo-so-i-can-see-how-rozz-wo-3.html) ### What kind of content does Rozz index from my website, and how does it ensure accuracy when answering questions? **What kind of content does Rozz index from my website, and how does it ensure accuracy when answering questions?** Short answer - Rozz indexes only your public website content (pages, docs, help articles, FAQs and published Q&A pages) by crawling the site from a visitor’s point of view and storing semantic vectors. It ensures accuracy by using retrieval‑augmented generation (RAG) grounded in those real pages plus automated filtering, re‑ranking, and dashboard controls so answers are based on high‑quality site content rather than hallucination. Details — what Rozz indexes - Public web pages and documentation reachable by crawling (no backend or private data access). It operates as an independent web component and only reads content a visitor could see. [Full answer](./qna/what-kind-of-content-does-rozz-index-from-my-website-and-how-5.html) ### What exactly is AI Search Optimization and how does Rozz help my website get cited by AI? **What exactly is AI Search Optimization and how does Rozz help my website get cited by AI?** Short answer: AI Search Optimization (called GEO by ROZZ) is the practice of making your website’s content machine-readable, answer-first, and semantically structured so large language models and AI search engines can reliably find and cite it. Rozz implements GEO by adding a RAG-powered on-site chatbot, generating AI‑optimized answer pages and structured data (JSON‑LD), deploying a mirror site and llms.txt for AI crawlers, and logging visitor questions to continuously create and surface citation‑friendly content—so AI engines like ChatGPT, Claude, Perplexity and Google AI Overviews are more likely to cite your pages. [Full answer](./qna/what-exactly-is-ai-search-optimization-and-how-does-rozz-hel-4.html) ### What is the cost of Rozz, and are there any long-term contracts or hidden fees I should be aware of? **What is the cost of Rozz, and are there any long-term contracts or hidden fees I should be aware of?** Short answer: Rozz costs $997 per month. There is no long‑term contract, and the site states a 30‑day results guarantee (first citations within 2–3 weeks or a full refund). The vendor does not list any hidden fees — however, agencies partnering to sell Rozz typically add their own service fees on top of the $997/month platform charge. Details: - Price and guarantee: ROZZ is listed at `$997 per month` with a `30-day results guarantee` (first citations in 2–3 weeks or full refund) and explicitly states `there is no long-term contract` on the contact/pricing page. [ROZZ GEO — Generative Engine Optimization (GEO) and AI Search Infrastructure](https://rozz. [Full answer](./qna/what-is-the-cost-of-rozz-and-are-there-any-long-term-contrac-5.html) ### What is Rozz.Site and what does it do? **What is Rozz?** Rozz is a modern, secure search box web component designed to improve in-site search functionality. It focuses on enhancing the user experience by making it easier for visitors to find relevant information without having to sift through irrelevant links or documentation. Rozz is powered by Generative Engine Optimization (GEO) technology, which helps increase content discoverability by AI systems like ChatGPT and Google AI. Rozz also includes an AI chatbot that responds to user inquiries using the site’s own content, ensuring accurate and relevant answers. It's suitable for various industries, including government, education, museums, and business. For more details, you can check out the official page here: [About Rozz](https://rozz.site/about.html). [Full answer](./qna/what-is-rozz-site-and-what-does-it-do.html) ### What kind of analytics or insights does Rozz provide regarding user questions and chatbot performance? **What kind of analytics or insights does Rozz provide regarding user questions and chatbot performance?** Short answer: Rozz provides a full dashboard with global usage metrics, searchable Q&A logs, performance and timing analytics, user-device/language breakdowns, trend visualizations (daily/monthly, hourly), a word cloud of questions, and tools to edit cached answers — all intended to monitor performance, refine responses, and surface user intent for content optimization. Details - Global metrics: total queries, unique conversations, average queries per conversation, and error counts. - Questions & Answers reporting: searchable table of user-submitted questions alongside Rozz’s generated answers (helps find specific interactions/trends). [Full answer](./qna/what-kind-of-analytics-or-insights-does-rozz-provide-regardi-3.html) ### How does Rozz handle updates to my website content? Is the AI chatbot automatically re-indexed? **How does Rozz handle updates to my website content? Is the AI chatbot automatically re-indexed?** ✅ YES — Rozz automatically re-indexes and keeps the chatbot’s knowledge fresh using a continuous pipeline. Summary (short) - Rozz crawls and indexes your public site content into a Pinecone vector store and uses a GEO pipeline to automatically filter, deduplicate, and moderate what feeds the chatbot. - Visitor questions are logged and fed into the GEO pipeline, which generates fresh AI-optimized Q&A pages (with update/publication timestamps) so the system produces an ongoing stream of fresh content rather than relying only on manual edits. [Full answer](./qna/how-does-rozz-handle-updates-to-my-website-content-is-the-ai-4.html) ### My company has content spread across several subdomains. Can Rozz index all of them into a single search experience? **My company has content spread across several subdomains. Can Rozz index all of them into a single search experience?** ✅ YES — Rozz is designed to create a unified, site‑wide AI search experience by indexing a website’s content into its vector store (Pinecone) and serving answers via the RAG chatbot and GEO mirror. Rozz’s docs describe indexing “all website content,” pulling from documentation/help/website simultaneously, and deploying a GEO mirror at `rozz.yourdomain.com` plus a single chatbot script on your domain. In practice this lets Rozz surface content from across your site into one search interface. [Full answer](./qna/my-company-has-content-spread-across-several-subdomains-can-3.html) ### What is the cost of Rozz, and are there any long-term contracts or hidden fees I should be aware of? **What is the cost of Rozz, and are there any long-term contracts or hidden fees I should be aware of?** - Cost: $997 per month. - Long-term contracts: ❌ NO — Rozz states there is no long-term contract. - Hidden fees: ❌ NO hidden fees are listed for the Rozz platform itself, but agencies that implement Rozz often charge separate service fees (onboarding, content strategy, reporting) and may mark up the $997 platform fee. Explanation (brief) - The official Rozz pricing page lists the platform at $997/month, includes a 30-day results guarantee (first citations in 2–3 weeks or a full refund), and explicitly says there is no long-term contract. [ROZZ GEO — Generative Engine Optimization (GEO) and AI Search Infrastructure](https://rozz. [Full answer](./qna/what-is-the-cost-of-rozz-and-are-there-any-long-term-contrac-4.html) ### What kind of content does Rozz index from my website, and how does it ensure accuracy when answering questions? **What kind of content does Rozz index from my website, and how does it ensure accuracy when answering questions?** Brief answer - Rozz indexes only public website content (pages, docs, help articles, FAQs, developer docs and any on-site text you expose). It converts that content into semantic vectors (Pinecone) and retrieves the best-matching passages to generate answers. Accuracy is enforced by using only site content for generation, automated filtering (PII redaction, quality thresholds, deduplication), re‑ranking of retrieved passages, and tools to review/edit cached answers in the dashboard. [Full answer](./qna/what-kind-of-content-does-rozz-index-from-my-website-and-how-4.html) --- ## Topics ### [GEO ROI Tracking](./topics/geo-roi-tracking.html) (132 pages) Users measuring the return on investment and performance breakdown of their Generative Engine Optimization pipeline across devices and channels. ### [Multilingual AI Reach](./topics/multilingual-ai-reach.html) (114 pages) Users optimizing content for multiple languages to reduce hallucinations and improve AI answer engine discoverability globally. ### [AI Search Visibility](./topics/ai-search-visibility.html) (92 pages) Users trying to get their content discovered, cited, and surfaced by AI-powered search engines like Perplexity. ### [Q&A Page Strategy](./topics/q-a-page-strategy.html) (85 pages) Users structuring Q&A content and logs to get cited by ChatGPT and other conversational AI platforms. ### [CMS & Search Integration](./topics/cms-search-integration.html) (69 pages) Users integrating site search, live chat, and GEO tooling with WordPress, HubSpot, and other CMS platforms. ### [Platform Onboarding](./topics/platform-onboarding.html) (66 pages) Users getting started with the core platform architecture, dashboard, and demo tools. ### [Structured Web Components](./topics/structured-web-components.html) (59 pages) Users building semantic HTML, schema markup, and secure web components to improve machine readability and AI extractability. ### [Content Embedding](./topics/content-embedding.html) (48 pages) Users embedding interactive demos, structured data snippets, and scripts into websites and emails via shortcodes or HTML. ### [Citation Rate Growth](./topics/citation-rate-growth.html) (38 pages) Users tracking and improving how often, how prominently, and how freshly their content is cited by generative engines. ### [Accessibility Compliance](./topics/accessibility-compliance.html) (38 pages) Users ensuring their AI visibility tools and dashboards meet WCAG and Section 508 accessibility and privacy standards. ### [Semantic Retrieval Optimization](./topics/semantic-retrieval-optimization.html) (38 pages) Users improving how AI systems semantically retrieve, rank, and extract their content through vector embeddings and RAG techniques. ### [Content Freshness](./topics/content-freshness.html) (38 pages) Users monitoring and optimizing content freshness, cache management, and performance metrics to stay current in AI indexes. ### [Crawler Management](./topics/crawler-management.html) (29 pages) Users controlling, monitoring, and optimizing how AI crawlers and bots index their website content. ### [Chatbot Selection](./topics/chatbot-selection.html) (21 pages) Users evaluating and choosing between rule-based, RAG-powered, and LLM-native chatbots like Claude or GPT for their use case. --- ## Resources - [Complete Q&A content (llms-full.txt)](./llms-full.txt) - [Content index (llms.txt)](./llms.txt) - [Sitemap](./sitemap.xml) - [Q&A API](./api/qna.json) - [Pages API](./api/pages.json) - [Topics API](./api/topics.json)