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AI Visibility Scorecard
451 Research
451research.com · Technology
Somewhat visible. AI bots can read 451 Research, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude
#154,171 of 2,632,743 in Technology for AI visibility
6.2
/10
AEO Score
About 451 Research
from our crawl and measurement
451 Research describes itself simply: "451 Research is focused on the business of enterprise IT innovation within emerging technology segments and provides timely insight to end user, service provider, vendor, and investor." Its AI visibility score is 6.2 out of 10: the engines can find it, but they do not have much to hold on to.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
Our monitoring has logged 2 AI crawler visits here: the engines come, the question is what they find.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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
0
No press coverage found yet.
Community
6
Forum and community discussion.
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 6.2/10, 451 Research has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for 451 Research
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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/451research
Cite this score: Engagemii (2026). "AEO Score for 451 Research." Retrieved from https://engagemii.com/aeo/brands/451research
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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