AI Visibility Scorecard
MechaDevs
equibeam.com · Education
At 2.62/10, MechaDevs is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Authority and News & Press. That is fixable, and the signals below show where to start.
AI engines read this profile 1 times
Claude
Top 10% in Education for AI visibility
3
2.62
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education 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
Education average 13
See what's behind this score →0
About MechaDevs
from our crawl and measurement
MechaDevs is a business whose own site puts it this way: "An online app. With EquiBeam, you will perform and understand beam and section calculations. Analyze the steps to solve the task." When AI engines look at it, they find little to work with. It scores 2.62 out of 10.
Our crawl found structured data on the page (Organization, WebSite, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have read this profile once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- MechaDevs
- Website ·
- equibeam.com
- Industry ·
- Education
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
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.
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 2.62/10, MechaDevs is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Is it worth using equibeam?
Yes. You will learn how to calculate beams. Equibeam presents the results as a report, detailing each step of the calculations. It explains the process just like a professor in a lecture. Nothing will surprise you on a test or exam!
How to use the app?
Create your account and start learning. It is a web application, so it doesn’t require installation. Choose a calculation method and enter the data. It’s so simple. Every feature and function includes built-in usage tips. Run the calculations. Clear visuals will help you understand every step. Get a complete solution. Results are provided in a detailed report.
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 November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/equibeam
Cite this score: Engagemii (2026). "AEO Score for MechaDevs." Retrieved from https://engagemii.com/aeo/brands/equibeam
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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