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AI Visibility Scorecard
Marquee Insights
tumbleroad.com · Nonprofits
Somewhat visible. AI bots can read Marquee Insights, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Meta AI · ChatGPT · Apple Intelligence · Claude
#23,022 of 772,742 in Nonprofits for AI visibility
6
AEO Visibility
iVisible · 6.4/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
0
AI Adoption
iNone detected · 0/100
About Marquee Insights
from our crawl and measurement
"We help enterprises build the systems, workflows, and data foundations that turn AI into executed decisions and operational advantage." That is how Marquee Insights of Bellevue, WA introduces itself. Its AI visibility score is 6.4 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Organization, FAQPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
9
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
3
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 6.4/10, Marquee Insights has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
How is Marquee Insights different from a large consulting firm?
No junior staff. The person who scopes the work does the work. Buyers get senior judgment, faster decisions, and operating specificity without layers of process around it.
Where does the work usually start?
Most organizations enter through AI-Ready Data (document extraction or reporting trust) because that is where the pain is most visible. Others start with AI Fit and Governance when they need a credible plan before committing more budget.
Is the output strategy or implementation?
AI Fit and Governance is diagnostic. AI-Ready Data and Operational AI include implementation. Buyers get working systems, not just reports.
How accurate can document extraction get?
In a medical records workflow, Marquee achieved 96.7% extraction accuracy against a measured human baseline of 87.9% — roughly 73% fewer critical errors. The result depends on validation design, variability handling, and exception management.
Is this your brand?
The exact fixes for Marquee Insights
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 August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tumbleroad
Cite this score: Engagemii (2026). "AEO Score for Marquee Insights." Retrieved from https://engagemii.com/aeo/brands/tumbleroad
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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