Knowledge Base
In-depth analysis of generative engine optimization, AI visibility measurement, and content optimization methods based on the latest research and real analysis data.
中文GEO (Generative Engine Optimization) is the practice of making your brand discoverable and citable in AI-generated answers from ChatGPT, Claude, and similar systems. Learn the core concepts and optimization directions.
Read more →GEO and SEO are both critical but work through entirely different mechanisms. This deep comparison covers goals, technical foundations, measurement, and optimization methods to help you build a complete search visibility strategy.
Read more →A deep dive into the foundational GEO paper arXiv:2311.09735. Understand the experimental basis for verifiable statistics, quotations, and fluency as optimization strategies, plus the boundaries of applying these findings to real brand optimization.
Read more →Breaking down arXiv:2607.14035: understand the multistage process of AI search—from search activation through retrieval, reranking, citation, and absorption—and why ranking fails to capture GEO, plus how to build visibility at each stage.
Read more →Breaking down arXiv:2603.08924: AI visibility measurement shows significant randomness and cross-day variation. Why a single GEO analysis is not reliable enough, and how repeated sampling and confidence intervals enable better decisions.
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