AI visibility score
5.2/ 10Fair

#194,431 of 2,705,505 in Technology

As of 2026-08-01 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Bifrost Design System

Bifrost Design System

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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

AI Naming Predictability

i

Named occasionally · 28/100

Top 4% of Technology

5

AEO Visibility

i

Borderline · 5.2/10

10

Muse Index Score

i

AI agent readiness

Basic · 10/100

0

AI Adoption

i

None detected · 0/100

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About Bifrost Design System

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).

Industry · Technology
Last scored · Aug 1, 2026

The 6 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

Strong

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Good

Sitemaps and entity links AI can follow.

Off-page authority

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.

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 5.2/10, Bifrost Design System has a working base to build on - fixable, and the signals above are where to start.

Frequently Asked Questions

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.

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The exact fixes for Bifrost Design System

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Picked for Bifrost Design System: How-To

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/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.

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