AI visibility score
3.0/ 10Weak

#80,302 of 738,489 in E-commerce

As of 2026-08-09 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Complex Machinery

Complex Machinery

Unclaimed

complex-machinery.com · E-commerce

At 3/10, Complex Machinery 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 7 times

Claude · Meta AI · ShapBot

#80,302 of 738,489 in E-commerce for AI visibility

2

AI Naming Predictability

i

Rarely named · 2/100

More likely to be named than 86% of E-commerce companies

3

AEO Visibility

i

Near-invisible · 3/10

25

Muse Index Score

i

AI agent readiness

Basic · 25/100

6

AI Adoption

i

Basic · 6/100

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About Complex Machinery

from our crawl and measurement

Complex Machinery describes itself simply: "<!-- buttondown-editor-mode: fancy --><figure><img src=https://assets.buttondown.email/images/3edae8d1-47d6-4cfd-981a-f7b52e487f92.jpg?w=960&fit=max alt=Covers of select issues of." When AI engines look at it, they find little to work with. It scores 3.0 out of 10.

Our crawl found structured data on the page (WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).

Industry · E-commerce
Last scored · Aug 9, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Fair

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

Good

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Strong

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Good

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 3/10, Complex Machinery is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

"Risk?" Isn't that just about bad stuff happening?

The term "risk" has several definitions, which vary based on the context. While some popular definitions focus on what goes wrong, risk is really about upside as well as downside. (Hence why I often say that "risk management" should be renamed "opportunity management." But that’s a story for another day…)

That's a lot to read. Got anything shorter?

Funny you should ask! In Other News is my weekly list of curated links. Perfect for skimming while you're on-the-go. (In Other News started as a section of Complex Machinery and now it's spun off into its own newsletter.)

Who's behind this newsletter?

Complex Machinery is written by Q McCallum. You can read more about me on my website but the gist is: I've spent my career in and around the emerging-tech space, and I've been in (The Field We Currently Call) AI since the early days of "predictive analytics" and "Big Data." During this time I’ve done everything from strategy to R&D to operations to due diligence.

So are you some kind of AI crank? A skeptic?

Not at all. I'm an experienced industry practitioner who works on things like due diligence and surfacing use cases. I hold high hopes for what AI can achieve. I'm also willing to point out when AI isn't living up to expectations. Or more importantly, when it's not living up to the marketing materials.

What's your privacy policy?

The privacy policy is simple: I only use your e-mail address to send you the newsletter. I don't share your e-mail address with anyone. I don't rent or sell it. I don't employ any of the other skeezy euphemisms marketers employ for "showing little respect for your contact information."

Is this your brand?

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Picked for Complex Machinery: 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 9, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/complex-machinery

Cite this score: Engagemii (2026). "AEO Score for Complex Machinery." Retrieved from https://engagemii.com/aeo/brands/complex-machinery

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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