AI Visibility Scorecard
Consumer Reports
consumerreports.org · Nonprofits
Somewhat visible. AI bots can read Consumer Reports, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#21,507 of 825,896 in Nonprofits for AI visibility
6
AEO Visibility
iVisible · 6.3/10
25
Muse Index Score
iAI agent readiness
Agent-ready · 25/100
0
AI Adoption
iNone detected · 0/100
About Consumer Reports
from our crawl and measurement
Consumer Reports describes itself simply: "Get unbiased ratings and reviews for 10,000+ products and services from Consumer Reports, plus trusted advice and in-depth reporting on what matters most." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.3 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite, Organization), a sitemap and a readable heading structure. It is missing 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
Good
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
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
Weak
No inbound links found yet.
Domain Authority
Good
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Strong
Press and news coverage.
Community
Strong
Forum and community discussion.
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, Consumer Reports 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 Reports
Which AI engines already crawl you
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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/consumerreports-org
Cite this score: Engagemii (2026). "AEO Score for Consumer Reports." Retrieved from https://engagemii.com/aeo/brands/consumerreports-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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