AI Citations & RAG

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

Explains why the shift to GEO (Generative Engine Optimization) is occurring now, with a direct answer and detailed explanation.

Overview of GEO methods for B2B SaaS focusing on extractability, structure, and authority signals.

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.

Overview of the ROI of a GEO project including hard and soft benefits, case study, and long-term strategy.

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

In-depth guide to llms.txt, its adoption, and how to implement it within GEO optimization.

Definition and impact of Information Gain for GEO and ROZZ, including its role in RAG grounding and higher-intent conversions.

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

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

A comparison of DIY GEO extractability versus turnkey ROZZ solution, including costs, timelines, and considerations.

B2B SaaS should optimize GEO for non-English languages with a language-aware strategy focusing on local authority and earned media.

FAQ discussing the benefits of combining GEO methods to optimize content for Generative Engines in RAG pipelines for B2B SaaS.

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.

Guidance on updating content cadence to sustain GEO performance, including update frequencies and rationale.

Framework for smaller B2B SaaS brands to gain LLM citations and recommendations using GEO.

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

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.

FAQ about Generative Engine Optimization (GEO) and AI search strategies, RAG, semantic HTML, and structured data to improve AI citations.

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.