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AI Visibility Scorecard
Haystack Group @ MIT CSAIL
haystack.lcs.mit.edu · Technology
Well-positioned for AI search. The breakdown below shows where Haystack Group @ MIT CSAIL is still leaving points on the table.
AI engines read this profile 5 times
ChatGPT · Apple Intelligence · Claude
#12,509 of 2,635,689 in Technology for AI visibility
7.3
/10
AEO Score
About Haystack Group @ MIT CSAIL
from our crawl and measurement
Haystack Group @ MIT CSAIL describes itself simply: "People Projects Publications Press Blog 🐦 Haystack Group Research on Information Access, Analysis, Management, and Distribution Our goal is to make it easier for people to collect." Measured against the twelve signals AI engines rely on, it scores 7.2 out of 10, a strong showing.
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 visited 4 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
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
7
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
10
Press and news coverage.
Community
9
Forum and community discussion.
Social Mentions
9
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 7.3/10, Haystack Group @ MIT CSAIL has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Haystack Group @ MIT CSAIL
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Weekly ChatGPT & Claude citation tracking
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/haystack-lcs-mit-edu
Cite this score: Engagemii (2026). "AEO Score for Haystack Group @ MIT CSAIL." Retrieved from https://engagemii.com/aeo/brands/haystack-lcs-mit-edu
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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