Overview
B2B GEO Implementation Roadmap 2026
A four-phase framework: from baseline diagnosis to citation growth.
How AI Selects Suppliers
The model logic behind sourcing decisions and the levers you can pull.
How ChatGPT Recommends Companies
AI search citation mechanics and how brands enter the loop.
The knowledge base answers two questions: how (roadmap) and why (mechanisms). Mechanisms shape strategy; strategy shapes execution.
Why mechanism-level knowledge matters
Only by understanding how AI evaluates and recommends suppliers can you design citable content and entity assets; mechanism-level knowledge is the foundation of GEO decisions.
Suggested reading order
- 先读 实施路线图 建立全局节奏。
- 再理解 AI 选择供应商的机制。
- 对照 五层框架 制定内容与实体策略。
FAQ
How does the knowledge base relate to the Framework?
The knowledge base provides mechanisms and the roadmap; the Framework provides the five-layer execution model. They support each other: mechanisms explain why, the framework shows how.
Can knowledge base content be cited?
Yes. Every page follows the four-element structure — claim + data support + source link + entity reference — with Claim structured data for direct citation by AI engines.
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