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AI Visibility Scorecard
Constellation Research
constellationr.com · Professional Services
Somewhat visible. AI bots can read Constellation Research, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 12 times
Meta AI · ChatGPT · Claude · Apple Intelligence
#372 of 511,076 in Professional Services for AI visibility
7
AEO Visibility
iVisible · 6.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
12
AI Adoption
iBasic · 12/100
About Constellation Research
from our crawl and measurement
Constellation Research describes itself simply: "Constellation Research is a Silicon Valley, based research and advisory firm helping CXOs make confident decisions about the future of business and technology." Its AI visibility score is 6.9 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 6 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
5
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
7
Press and news coverage.
Community
6
Forum and community discussion.
Social Mentions
5
Social discussion and mentions.
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 6.9/10, Constellation 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 Constellation Research
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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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/constellationr
Cite this score: Engagemii (2026). "AEO Score for Constellation Research." Retrieved from https://engagemii.com/aeo/brands/constellationr
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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