AI Visibility Scorecard
1st Edge
1st-edge.com · Technology
Borderline visible. AI bots can crawl 1st Edge, 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 12 times
Claude · Meta AI · ChatGPT · Apple Intelligence
#860,026 of 2,705,505 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
2
AI Adoption
iBasic · 2/100
About 1st Edge
from our crawl and measurement
"1st Edge delivers a pragmatic approach to AI and new technologies in Machine Learning, designing optimal solutions for customers." That is how 1st Edge of NW Suite H Huntsville, AL introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 3 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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 4.2/10, 1st Edge is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for 1st Edge
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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 1st Edge.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/1st-edge
Cite this score: Engagemii (2026). "AEO Score for 1st Edge." Retrieved from https://engagemii.com/aeo/brands/1st-edge
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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