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AI Visibility Scorecard
The MudLog: Where the patch meets the prompt.
themudlog.com · Technology
At 2/10, The MudLog: Where the patch meets the prompt. 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.
AI engines read this profile 1 times
Claude
#2,739,477 of 2,825,433 in Technology for AI visibility
2
/10
AEO Score
About The MudLog: Where the patch meets the prompt.
from our crawl and measurement
The MudLog: Where the patch meets the prompt. describes itself simply: "The MudLog is a practical AI briefing for oil and gas, written by people who've worked the patch, for people who still do." As far as answer engines are concerned it may as well not exist yet: 2.0 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
3
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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, The MudLog: Where the patch meets the prompt. is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The MudLog: Where the patch meets the prompt.
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/themudlog
Cite this score: Engagemii (2026). "AEO Score for The MudLog: Where the patch meets the prompt.." Retrieved from https://engagemii.com/aeo/brands/themudlog
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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