GEO measurement and tools cover showing citation rate, share of voice, and monitoring radar

GEO Measurement & Tools: How to Know If AI Actually Cites You (with a DIY Monitor)

The answer first: swap your metrics, stop staring at rank and clicks In the GEO era, classic “rank + click” fails systematically — because most value happens in AI answers the user never clicks through to. Swap in two core metrics: citation rate (how often AI answers cite you) and share of voice (your mentions vs competitors). This chapter gives you a workable measurement system, from zero-cost manual spot-checks to dedicated tools to a DIY monitor built on this repo’s scripts. ...

July 11, 2026 · 7 min · 1337 words · Xinwei Xiong
GEO structured tactics cover showing citable paragraph blocks

GEO Structured Tactics: Writing "Worth Citing" Into Every Paragraph (Answer-First, Schema, llms.txt)

The answer first: structure isn’t tidiness, it’s citability engineering Getting cited by AI isn’t about prose; it’s about extractability — whether each of your paragraphs can be lifted out and used as an answer on its own. This chapter hands you four copyable crafts: the Answer-First paragraph formula, a question-heading system, AI-facing Schema, and the right way to do llms.txt / tldr / internal links. All with code or before/after. You can ship it today. ...

July 11, 2026 · 8 min · 1523 words · Xinwei Xiong
GEO complete guide cover showing the five-layer model from SEO ranking to AI citation

GEO: The Complete Guide to Generative Engine Optimization (When Search Stops Giving Links and Starts Giving Answers)

The answer, first (this paragraph is GEO itself) GEO (Generative Engine Optimization) is the systematic optimization of your content, structure, and off-site reputation so that generative AI systems — ChatGPT, Perplexity, Google AI Overviews, Doubao, DeepSeek — can more easily understand, trust, and cite you when answering a user’s question. It doesn’t replace SEO; it layers on top of it. Classic SEO fights to rank high and get clicked. GEO fights so that when the AI hands the answer directly to the user, you’re in that answer, credited as the source. (Search Engine Land , Frase ) ...

July 10, 2026 · 15 min · 3050 words · Xinwei Xiong