AI Visibility Scorecard
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
iRarely named · 2/100
More likely to be named than 86% of E-commerce companies
3
AEO Visibility
iNear-invisible · 3/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
6
AI Adoption
iBasic · 6/100
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).
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.
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.
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.
"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?
The exact fixes for Complex Machinery
Which AI engines already crawl you
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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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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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