AI Visibility Scorecard
Abstract
abstract.us · Technology
Somewhat visible. AI bots can read Abstract, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Meta AI · Apple Intelligence · Claude
#81,576 of 2,707,519 in Technology for AI visibility
6
AEO Visibility
iVisible · 6.3/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
8
AI Adoption
iBasic · 8/100
About Abstract
from our crawl and measurement
Abstract describes itself simply: "Policy intelligence platform, AI discovers what legislation and regulation impacts your organization." Its AI visibility score is 6.3 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Strong
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
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 6.3/10, Abstract has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Abstract
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The AEO Checklist Every Small Business Owner Needs Right Now
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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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/abstract-us
Cite this score: Engagemii (2026). "AEO Score for Abstract." Retrieved from https://engagemii.com/aeo/brands/abstract-us
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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