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AI Visibility Scorecard
Materials Project
optimade.materialsproject.org · Technology
Somewhat visible. AI bots can read Materials Project, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#86,276 of 2,628,636 in Technology for AI visibility
6.5
/10
AEO Score
About Materials Project
from our crawl and measurement
"This is an OPTIMADE base URL which can be queried with an OPTIMADE client." That is how Materials Project introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 out of 10, readable in places and missing in others.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including 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
1
Clear headings and answer-style content.
Entity Clarity
1
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
1
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 Trust
5
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
1
Press and news coverage.
Community
6
Forum and community discussion.
3
Reddit mentions and discussion.
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 6.5/10, Materials Project has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Materials Project
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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/optimade-materialsproject-org
Cite this score: Engagemii (2026). "AEO Score for Materials Project." Retrieved from https://engagemii.com/aeo/brands/optimade-materialsproject-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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