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AI Visibility Scorecard
前言
willh.gitbook.io · Technology
Somewhat visible. AI bots can read 前言, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
ChatGPT · Claude
#24,884 of 2,655,034 in Technology for AI visibility
7
/10
AEO Score
About 前言
from our crawl and measurement
willh.gitbook.io describes itself simply: "Will 保哥的 IT 創業之路⌘CtrlkWill 保哥的 IT 創業之路前言Part I - 第一次接觸Part II - 初出茅廬Part III - 創業維艱Part IV - 典範移轉Powered by GitBook On this pageFor the complete documentation index, see llms.txt." Measured against the twelve signals AI engines rely on, it scores 7.0 out of 10, a strong showing.
Our crawl found an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
2
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
8
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
1
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
6
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
7
Press and news coverage.
Community
8
Forum and community discussion.
Social Mentions
9
Social discussion and mentions.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 7/10, 前言 has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for 前言
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/willh-gitbook-io
Cite this score: Engagemii (2026). "AEO Score for 前言." Retrieved from https://engagemii.com/aeo/brands/willh-gitbook-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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