AI Visibility Scorecard
Opinion Works
opinionworks.com · Nonprofits
Borderline visible. AI bots can crawl Opinion Works, 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 6 times
Claude · Apple Intelligence · ShapBot · Meta AI
#71,523 of 827,220 in Nonprofits for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
About Opinion Works
from our crawl and measurement
"Explore how OpinionWorks engages citizens and measures public attitudes to promote stewardship, education, and environmental action across sectors." That is how Opinion Works of Annapolis, MD introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
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
Good
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
Weak
Little domain authority yet.
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 4.2/10, Opinion Works is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why choose us?
Our approach is fresh. We know how to find and engage hard-to-reach audiences. When you have a difficult research question or need to move beyond old answers, we will know how to get there. We are flexible. Our mission focus means that we will always deliver that extra thing you need, and we will stay with you as you apply the findings of the research to your work. Our core research product is always solid.
Is this your brand?
The exact fixes for Opinion Works
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/opinionworks
Cite this score: Engagemii (2026). "AEO Score for Opinion Works." Retrieved from https://engagemii.com/aeo/brands/opinionworks
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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