⚡ This is your brand? Claim your page FREE and bring it to life on AI search.
AI Visibility Scorecard
Catalyst Data Science
catalystdatascience.com · Technology
Borderline visible. AI bots can crawl Catalyst Data Science, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,211,776 of 2,811,265 in Technology for AI visibility
3.6
/10
AEO Score
About Catalyst Data Science
from our crawl and measurement
"Catalyst designs and builds intelligent applications for web, iOS, and Android: agentic AI, machine learning, and the data infrastructure behind them. Portland, Maine." That is how Catalyst Data Science introduces itself. When AI engines look at it, they find little to work with. It scores 3.6 out of 10.
The site gets some of it right: it has a sitemap, a readable heading structure. What holds it back is what is absent, including structured data describing the business, an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
3
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
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 3.6/10, Catalyst Data Science is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Catalyst Data Science
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Catalyst Data Science.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/catalystdatascience
Cite this score: Engagemii (2026). "AEO Score for Catalyst Data Science." Retrieved from https://engagemii.com/aeo/brands/catalystdatascience
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform