▲ 1.3 since Jun 2026
#147,207 OF 782,523 IN FINANCE & INSURANCE
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AI Visibility Scorecard
Municipal Bond
fsa.com · Finance & Insurance
Somewhat visible. AI bots can read Municipal Bond, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Meta AI · Claude · Apple Intelligence
#147,207 of 782,523 in Finance & Insurance for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Municipal Bond
from our crawl and measurement
"Assured Guaranty provides municipal bond insurance and financial guarantees for infrastructure and structured financings." That is how Municipal Bond introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
8
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.3/10, Municipal Bond has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Municipal Bond
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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/fsa
Cite this score: Engagemii (2026). "AEO Score for Municipal Bond." Retrieved from https://engagemii.com/aeo/brands/fsa
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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