Knowledge Base · 17 In-Depth Guides
From GEO vs SEO fundamentals to improving brand visibility in ChatGPT, Perplexity, Claude, and DeepSeek—covering academic research and actionable optimization playbooks.
中文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.
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.
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