AI Visibility Scorecard
IRC
ircweb.org · Membership Organizations
Somewhat visible. AI bots can read IRC, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Meta AI · Claude
#3,079 of 93,307 in Membership Organizations for AI visibility
6
AEO Visibility
iVisible · 6.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About IRC
from our crawl and measurement
ircweb.org is a business whose own site puts it this way: "Insurance Research Council The Insurance Research Council (IRC) is a premier resource for timely research and valuable insights on public policy issues affecting the property-casualty." Its AI visibility score is 6.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 6.2/10, IRC has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is the IRC?
Founded in 1977, the Insurance Research Council (IRC) is an independent, nonprofit research organization supported by leading property and casualty insurance companies and associations. It provides timely and reliable information based on extensive data collection and analyses, examining important public policy matters that affect insurers, customers, and the general public.
How does IRC conduct its research?
IRC primarily conducts four types of research to suit the needs of the insurance industry and the general public and to accommodate the nature of the issues under investigation.
Who are the current members of IRC?
The Insurance Research Council's membership is comprised of various insurance carriers and associations. A full list of our 2025 member companies and organizations can be found here.
How do we join the IRC?
For more information about joining the IRC, contact Pat Schmid at [email protected]
Is this your brand?
The exact fixes for IRC
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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/ircweb-org
Cite this score: Engagemii (2026). "AEO Score for IRC." Retrieved from https://engagemii.com/aeo/brands/ircweb-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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