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AI Visibility Scorecard
cornerstone.com · management consulting
Somewhat visible. AI bots can read Cornerstone Research, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
ChatGPT · Claude
#26,837 of 904,095 in Education for AI visibility
6.7
/10
AEO Score
from our crawl and measurement
Cornerstone Research describes itself simply: "We are a consulting firm providing financial analysis & expert testimony in all phases of commercial litigation & regulatory proceedings." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.7 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data and a few credibility markers.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established, press coverage is thin and it barely surfaces on Reddit. Beyond that, AI engines do not yet recognise it as a distinct business and nobody is discussing it where AI engines look.
AI crawlers have visited 4 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic). The business dates to 1989.
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
1
Press and news coverage.
Community
0
No community discussion yet.
3
Reddit mentions and discussion.
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 6.7/10, Cornerstone Research has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Cornerstone Research
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Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cornerstone
Cite this score: Engagemii (2026). "AEO Score for Cornerstone Research." Retrieved from https://engagemii.com/aeo/brands/cornerstone
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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