AI Visibility Scorecard
mitchmac.com
mitchmac.com · Technology
At 1.55/10, mitchmac.com is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Entity Clarity and E-E-A-T Signals. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude · Meta AI
Top 50% in Technology for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Technology average 28
Top 49% of Technology
See what's behind this score →1.55
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
Technology average 17
See what's behind this score →2
About mitchmac.com
from our crawl and measurement
mitchmac.com is a business whose own site puts it this way: "Skip to content mitchmac.com What to do when your Internet is too slow for composer?" To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.55 out of 10.
Our crawl found structured data on the page (WebSite, Person), a readable heading structure, substantial page content. It also found the gaps that keep answer engines guessing: an llms.txt file, a sitemap.
- Company ·
- mitchmac.com
- Website ·
- mitchmac.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page 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
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 1.55/10, mitchmac.com is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
What to do when your rural high speed Internet is too slow to use Docker?
On my mid-2010 MacBook Pro I was trying to get Docker running to experiment with.
WordPress as a static website generator?
WordPress is a great blogging platform. It’s easy to create content and has a good ecosystem of plugins and themes to extend your website. But it has a few problems that have kept me from using it for personal projects: security – WordPress security has improved a good deal over the past few years but there are still core security issues being exploited yearly.
Who is mitchmac?
Hi, I'm a web developer interested in keeping things simple. Machine learning and side projects occupy my evenings and weekends. Based in PEI, Canada. Twitter Github LinkedIn
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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for mitchmac.com.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mitchmac
Cite this score: Engagemii (2026). "AEO Score for mitchmac.com." Retrieved from https://engagemii.com/aeo/brands/mitchmac
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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