AI Visibility Scorecard
buttonwoodedge.com · Professional Services
At 1.55/10, ButtonwoodEdge is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Backlinks and Domain Trust. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude · Apple Intelligence
Top 50% in Professional Services for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Professional Services average 8
Top 41% of Professional Services
See what's behind this score →1.55
AEO Visibility
iNear-invisible · 1.55/10
Professional Services average 1.5
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Professional Services average 1. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Professional Services average 18
See what's behind this score →0
from our crawl and measurement
ButtonwoodEdge is a business whose own site puts it this way: "Buttonwood Edge is a premier research boutique offering innovative market analysis and consulting services." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.55 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have read this profile 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 1.55/10, ButtonwoodEdge is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Why become a Buttonwood Edge Member?
Integrity We believe in conducting our market research with the utmost honesty, transparency, and ethical standards. We strive to provide accurate and reliable information to our clients and stakeholders. Innovation We embrace innovation and leverage cutting-edge technologies to enhance our research methodologies and deliver impactful results.
What makes us different?
In difference we find our strength Diversified Approach Market diversification is a key strategy for businesses looking to grow and thrive in today's competitive marketplace. By expanding into new markets. businesses can reduce risk increase revenue opportunities. gain a competitive advantage and ensure long-term sustainability.
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/buttonwoodedge
Cite this score: Engagemii (2026). "AEO Score for ButtonwoodEdge." Retrieved from https://engagemii.com/aeo/brands/buttonwoodedge
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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