#1,787,116 OF 2,702,035 IN TECHNOLOGY
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AI Visibility Scorecard
Shortlist Diagnostics by Simon Liao
shortlistdiagnostics.com · Technology
Borderline visible. AI bots can crawl Shortlist Diagnostics by Simon Liao, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#1,787,116 of 2,702,035 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
8
AI Adoption
iBasic · 8/100
About Shortlist Diagnostics by Simon Liao
from our crawl and measurement
Shortlist Diagnostics by Simon Liao is a business whose own site puts it this way: "A 48-hour, human-reviewed AI Buyer Shortlist Snapshot for B2B SaaS and AI tool founders." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
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
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
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 4/10, Shortlist Diagnostics by Simon Liao is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Shortlist Diagnostics by Simon Liao
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Shortlist Diagnostics by Simon Liao.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/shortlistdiagnostics
Cite this score: Engagemii (2026). "AEO Score for Shortlist Diagnostics by Simon Liao." Retrieved from https://engagemii.com/aeo/brands/shortlistdiagnostics
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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