AI Visibility Scorecard
Consumer Federation of America
consumerfed.org · Membership Organizations
Somewhat visible. AI bots can read Consumer Federation of America, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 16 times
Claude · Meta AI · ChatGPT · Apple Intelligence
#170 of 93,316 in Membership Organizations for AI visibility
7
AEO Visibility
iVisible · 6.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Consumer Federation of America
from our crawl and measurement
Consumer Federation of America, based in Washington, DC, describes itself simply: "About Us Get Updates LATEST NEWS Stay updated on press releases, reports, and advocacy efforts protecting consumers across all issue areas and industries." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.9 out of 10, readable in places and missing in others.
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 6 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
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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
Strong
Press and news coverage.
Community
Fair
Forum and community discussion.
Social Mentions
Good
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 6.9/10, Consumer Federation of America has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Consumer Federation of America
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/consumerfed-org
Cite this score: Engagemii (2026). "AEO Score for Consumer Federation of America." Retrieved from https://engagemii.com/aeo/brands/consumerfed-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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