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AI Visibility Scorecard
colinguthrie.com
colinguthrie.com · Manufacturing & Industrial
At 2/10, colinguthrie.com is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#231,591 of 235,454 in Manufacturing & Industrial for AI visibility
2
/10
AEO Score
About colinguthrie.com
from our crawl and measurement
The Refinery is a business whose own site puts it this way: "It is a web based forum that constitutes a new approach to collaboration between manufacturing industries and an ever growing diverse community that wants to benefit from the work that the." As far as answer engines are concerned it may as well not exist yet: 1.8 out of 10.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
2
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
2
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 2/10, colinguthrie.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for colinguthrie.com
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/colinguthrie
Cite this score: Engagemii (2026). "AEO Score for colinguthrie.com." Retrieved from https://engagemii.com/aeo/brands/colinguthrie
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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