AI Visibility Scorecard
steadharbor.com
steadharbor.com · Education
Borderline visible. AI bots can crawl steadharbor.com, 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
#814,019 of 936,981 in Education for AI visibility
4
AEO Visibility
iNear-invisible · 3.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About steadharbor.com
from our crawl and measurement
steadharbor.com is a business whose own site puts it this way: "Personal portfolio of Suthiwat Srisen, a network engineer who designs, secures and automates resilient infrastructure." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
The site 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
Good
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
Weak
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 3.5/10, steadharbor.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Have a network that needs rethinking?
Whether it's a redesign, an automation push, or a security audit Let's talk about what "reliable" should mean for you.Get in touchSS© 2026 Suthiwat Srisen · Network Engineerv1.1.18
Is this your brand?
The exact fixes for steadharbor.com
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 steadharbor.com.
Source & Attribution
Scored by Engagemii on September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/steadharbor
Cite this score: Engagemii (2026). "AEO Score for steadharbor.com." Retrieved from https://engagemii.com/aeo/brands/steadharbor
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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