Blog

GEO Industry Blog

In-depth GEO guides with internal links to glossary, cases, and services — optimized for AI citation and search discovery.

AI Search Visibility Audit & Competitor Co-Occurrence: Boosting Brand Authority Share in Generative Engines
11 min

AI Search Visibility Audit & Competitor Co-Occurrence: Boosting Brand Authority Share in Generative Engines

This article provides a systematic guide to AI search visibility diagnosis for B2B marketers: from query coverage rate and citation source diversity to competitor co-occurrence analysis. Drawing on JiQun Tech client practices, it shows how structured data, knowledge base optimization, and authority signals boost brand mentions and conversion paths in generative engines like ChatGPT and Perplexity.

Read article
Local Service GEO: How Geographic Term-Entity Consistency Drives AI Search Visibility
8 min

Local Service GEO: How Geographic Term-Entity Consistency Drives AI Search Visibility

In the era of AI search, local service businesses lose visibility if they optimize geographic keywords without entity consistency. Based on JiQun Tech client practices, this article explains the matching mechanism between geographic terms and structured entity data, proposing a three-layer consistency framework: information, semantic, and citation layers. Through Schema.org markup, NAP consistency, localized intent mapping, and LLM citation optimization, businesses can achieve stable exposure on Baidu AI Search, DeepSeek, and beyond. Includes an actionable self-check list and case references for building local GEO strategies.

Read article
B2B LLM Citation Source Matrix & Authority Building: From Passive Visibility to Proactive Citation
11 min

B2B LLM Citation Source Matrix & Authority Building: From Passive Visibility to Proactive Citation

This article provides a systematic methodology for B2B enterprises to build a large language model citation source matrix. By analyzing AI search citation mechanisms, it proposes four levels of authority source building: basic fact sources, industry knowledge sources, brand entity sources, and user validation sources. Drawing on JiQun Tech client practices, it demonstrates how structured data, content chunking, and API content feeds enhance brand citation rates in models like DeepSeek and Qwen, shifting from passive visibility to proactive citation.

Read article