AI Visibility Scorecard
Modular Misfits
modularmisfits.com · Technology
Borderline visible. AI bots can crawl Modular Misfits, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#2,197,889 of 2,705,620 in Technology for AI visibility
3
AEO Visibility
iNear-invisible · 3.3/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
3
AI Adoption
iBasic · 3/100
About Modular Misfits
from our crawl and measurement
"Modular Misfits delivers AI-driven, zero-trust system integration and observability solutions that break vendor lock-in, enabling secure, real-time interoperability across tactical." That is how Modular Misfits introduces itself. When AI engines look at it, they find little to work with. It scores 3.3 out of 10.
The site gets some of it right: it has structured data on the page (WebSite), a sitemap. What holds it back is what is absent, including an llms.txt file, a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 3.3/10, Modular Misfits is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Modular Misfits
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/modularmisfits
Cite this score: Engagemii (2026). "AEO Score for Modular Misfits." Retrieved from https://engagemii.com/aeo/brands/modularmisfits
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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