AI Infrastructure & Embeddings

ROZZ provides AI infrastructure to make B2B SaaS content machine-readable for AI discovery and citations, enabling AI-powered citations across major e...

Overview of why traditional keyword search fails and how AI-powered search with RAG improves results.

Perplexity AI is identified as the most measurable GE among leading platforms due to its transparent retrieval and citation practices.

Metrics to measure GEO success for B2B SaaS founders, covering citation, quality signals, and business outcomes.

ROZZ explains GEO, its architecture, and how to measure AI-driven citations and discoverability.

ROZZ's proprietary CITATION-7 framework evaluates AI visibility using seven weighted factors and a GEO Visibility Score.

Defines GEO as a framework for optimizing content for generative engines and contrasts it with traditional SEO for B2B SaaS.

ROZZ GEO provides AI infrastructure to make content discoverable by AI systems through Q&A pages, structured data, and AI-powered tooling.

Overview of AI citation decay and strategies to prevent visibility loss in AI-generated responses.

Overview of GEO, AI citations, ROZZ infrastructure, and how to improve AI-based discoverability.

Guidance on designing and executing controlled Generative Engine Optimization experiments for B2B SaaS to measure visibility in GE environments.

Guidelines for updating content frequency to maintain AI visibility with tiered schedules and real updates.

Explanation of GEO's shift from SEO to AI visibility and citation across platforms, with platform-specific optimizations and schema recommendations.

ROZZ builds machine-readable infrastructure to make content discoverable by AI, enabling AI citations and visibility.

ROZZ provides AI infrastructure to make content machine-readable and citeable by AI systems for enhanced discoverability.

Explains why ChatGPT citations disappear and how to detect and prevent citation loss with ROZZ approaches.

Explains how websites serve as external knowledge bases for AI chatbots through RAG and GEO, with mechanisms and best practices.

Technical documentation for Rozz Search Box, a Lit web component for AI-powered search with multiple display modes and programmatic API.

ROZZ provides AI discovery infrastructure to make content machine-readable for AI, enabling citations by AI systems. Last updated 2026-02-02.

ROZZ provides a technical infrastructure for AI discovery, enabling AI systems to cite content through Q&A pages, schema markup, and ai crawler discov...

Technical infrastructure for AI discovery, enabling citation-rich, machine-readable content for AI systems.

Demo page for Rozz AI chatbot with interactive chat and feature overview.

ROZZ is a GEO (Generative Engine Optimization) company based in San Rafael that helps B2B websites get discovered by AI engines through AI discovery a...

ROZZ provides technical infrastructure to make content machine-readable for AI, enabling AI systems to cite and discover content.