AI VISIBILITY SCOREAS OF 2026-08-01 · ENGAGEMII INDEX
2.3/ 10

0.7 since Jul 2026

#2,358,595 OF 2,697,469 IN TECHNOLOGY

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

The MudLog: Where the patch meets the prompt.

The MudLog: Where the patch meets the prompt.

Unclaimed

themudlog.com · Technology

At 2.3/10, 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

#2,358,595 of 2,697,469 in Technology for AI visibility

2

AEO Visibility

i

Near-invisible · 2.3/10

0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

0

AI Adoption

i

None detected · 0/100

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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.

Industry · Technology
Last scored · Aug 1, 2026

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

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 2.3/10, The MudLog: Where the patch meets the prompt. is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for The MudLog: Where the patch meets the prompt.: AEO & AI Search

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 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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