▼ 2.6 since Jul 2026
#1,420,558 OF 2,692,607 IN TECHNOLOGY
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AI Visibility Scorecard
Constellation Analytics
constellation-analytics.com · Technology
Borderline visible. AI bots can crawl Constellation Analytics, 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 1 times
Claude
#1,420,558 of 2,692,607 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
12
AI Adoption
iBasic · 12/100
About Constellation Analytics
from our crawl and measurement
Constellation Analytics describes itself simply: "Portfolio of Paul Chapman, a data analyst and analytics engineer specialising in ELT pipelines, data modelling, and BI dashboards using SQL, Python, Power BI, and Microsoft Fabric." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Under the hood there is structured data on the page (Person) and a sitemap and a readable heading structure, but the score is capped by what is missing: an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
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
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 4.4/10, Constellation Analytics is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Constellation Analytics
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Constellation Analytics.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/constellation-analytics
Cite this score: Engagemii (2026). "AEO Score for Constellation Analytics." Retrieved from https://engagemii.com/aeo/brands/constellation-analytics
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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