AI Visibility Scorecard
appsec.guide · Technology
Somewhat visible. AI bots can read Testing Handbook, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Claude · Apple Intelligence · ShapBot
#269,518 of 2,707,790 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"The automated testing handbook is a resource that guides developers and security professionals in configuring, optimizing, and automating many of the static and dynamic analysis tools we." That is how Testing Handbook introduces itself. Its AI visibility score is 5.7 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Fair
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
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 5.7/10, Testing Handbook has a working base to build on - fixable, and the signals above are where to start.
Why is this needed? #?
The documentation for configuring and optimizing existing tools is often not developer friendly, as it is often targeted at security professionals. This is especially the case with fuzzing utilities.
Is this your brand?
The exact fixes for Testing Handbook
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/appsec-guide
Cite this score: Engagemii (2026). "AEO Score for Testing Handbook." Retrieved from https://engagemii.com/aeo/brands/appsec-guide
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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