AI Visibility Scorecard
obtainsurplus.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Obtainium Science and Surplus, 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 7 times
Meta AI · Claude · ShapBot
#20,229 of 270,206 in Manufacturing & Industrial for AI visibility
2
AI Naming Predictability
iRarely named · 2/100
Manufacturing & Industrial average 14
Top 9% of Manufacturing & Industrial
See what's behind this score →4
AEO Visibility
iBorderline · 4.2/10
Manufacturing & Industrial average 4.0
See what's behind this score →-
Network Authority
iNot connected yet
Manufacturing & Industrial average 0.0
0 relationships · Manufacturing & Industrial average 2
See what's behind this score →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Manufacturing & Industrial average 18
See what's behind this score →4
from our crawl and measurement
Obtainium Science and Surplus, based in Garden City, ID, describes itself simply: "Obtainium science surplus store offers scientific surplus, industrial equipment, lab equipment, parts, and more. Visit us now for high-quality surplus delivered fast!." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found structured data on the page (Organization) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 6 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.2/10, Obtainium Science and Surplus is crawlable but under-signaled - fixable, and the signals above are where to start.
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on October 25, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/obtainsurplus
Cite this score: Engagemii (2026). "AEO Score for Obtainium Science and Surplus." Retrieved from https://engagemii.com/aeo/brands/obtainsurplus
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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