#25,026 OF 2,698,184 IN TECHNOLOGY
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AI Visibility Scorecard
engineering.appfolio.com · Technology
Somewhat visible. AI bots can read Engineering Blog, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 9 times
Meta AI · Claude · ChatGPT · Apple Intelligence
#25,026 of 2,698,184 in Technology for AI visibility
7
AEO Visibility
iVisible · 7/10
15
Muse Index Score
iAI agent readiness
Basic · 15/100
18
AI Adoption
iBasic · 18/100
from our crawl and measurement
Engineering Blog is a business whose own site puts it this way: "However, they could also add immense value when integrated with existing Machine Learning (ML) workflows to augment their outcomes." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.9 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite, Organization, LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
5
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
6
Press and news coverage.
Community
7
Forum and community discussion.
Social Mentions
7
Social discussion and mentions.
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 7/10, Engineering Blog has a working base to build on - fixable, and the signals above are where to start.
Wait, What’s Compaction Again?
You may recall that Ruby divides memory allocation into tiny, small and large objects - each object is one of those.
How Does It Run?
If all goes well, the next part is underwhelming. Now we actually run it. I’m assuming you’ve done all the prior setup - you have an instance running with Rubies installed, you have a runner script and so on.First off, you can just run the runner from the command line, something like “./runner.rb”.
But What’s the Answer?
I said I didn’t know the answer when I started writing this post - and I didn’t. But I also implied that I’d find it out, and I’ve clearly run 600,000 HTTP requests’ worth of data gathering.
So… What’s This Change, Then?
You likely know that in Ruby, when you call .to_s on an object, it’s supposed to return itself “translated” to a string. For instance if you call it on the number 7 it will return the string “7”. Or if you call it on a symbol like :bob it will return the string “bob”.
Why Didn’t Ruby Get JIT Sooner?
A Ruby core developer tests a JIT implementation for stability JIT’s two big disadvantages (memory usage, startup/warmup time) are both huge CRuby advantages. That made JIT a tough sell.Ruby’s current JIT, called MJIT for “Method JIT,” was far from the first attempt. Evan Phoenix built an LLVM Ruby JIT long ago that wound up becoming Rubinius.
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Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/engineering-appfolio
Cite this score: Engagemii (2026). "AEO Score for Engineering Blog." Retrieved from https://engagemii.com/aeo/brands/engineering-appfolio
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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