AI Visibility Scorecard
bifrost.intility.com · Technology
Somewhat visible. AI bots can read Bifrost Design System, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 10 times
Meta AI · Claude · Apple Intelligence · Perplexity
#194,431 of 2,705,505 in Technology for AI visibility
28
5
AEO Visibility
iBorderline · 5.2/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Bifrost Design System describes itself simply: "Check out our components with all instances and variables.For developersView all code for our Bifrost components in either React or CSS." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Fair
Forum and community discussion.
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 5.2/10, Bifrost Design System has a working base to build on - fixable, and the signals above are where to start.
Join the collaboration?
By collaborating in building the design system we may create more united user experiences across our services. It also may save time for you and other people that are using the design system. The design system is a common home for reusable components, best practices, patterns and more.
Is this your brand?
The exact fixes for Bifrost Design System
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Bifrost Design System.
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bifrost-intility
Cite this score: Engagemii (2026). "AEO Score for Bifrost Design System." Retrieved from https://engagemii.com/aeo/brands/bifrost-intility
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform