AI Visibility Scorecard
Abstract
plb.gitbook.io · Finance & Insurance
Borderline visible. AI bots can crawl Abstract, 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 21 times
Claude · Meta AI · ChatGPT · Apple Intelligence
#21,788 of 792,554 in Finance & Insurance for AI visibility
22
AI Naming Predictability
iNamed occasionally · 22/100
More likely to be named than 99% of Finance & Insurance companies
5
AEO Visibility
iBorderline · 4.7/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Abstract
from our crawl and measurement
Abstract describes itself simply: "This page is also available as Markdown.CopyOn this pagePaladeumAbstractForewordWe live in an era of constant transformation." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Our crawl found an llms.txt file for AI models and a sitemap. It is missing structured data describing the business and a heading structure that lays out what it offers.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Fair
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
Good
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Good
Press and news coverage.
Community
Strong
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
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 4.7/10, Abstract is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Abstract
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/plb-gitbook-io
Cite this score: Engagemii (2026). "AEO Score for Abstract." Retrieved from https://engagemii.com/aeo/brands/plb-gitbook-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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