AI Visibility Scorecard
Data Stewardship Wizard
ds-wizard.org · Technology
Somewhat visible. AI bots can read Data Stewardship Wizard, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 22 times
Claude · Meta AI · Amazon Alexa · ShapBot
#32,726 of 2,706,489 in Technology for AI visibility
72
AI Naming Predictability
iAI names companies like this often · 72/100
More likely to be named than 98% of Technology companies
7
AEO Visibility
iVisible · 6.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Data Stewardship Wizard
from our crawl and measurement
Data Stewardship Wizard describes itself simply: "Leading open-source platform for collaborative and living data management plans trusted worldwide from data management pioneers to international research institutes." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.9 out of 10, readable in places and missing in others.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 6.9/10, Data Stewardship Wizard has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Data Stewardship Wizard
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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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ds-wizard-org
Cite this score: Engagemii (2026). "AEO Score for Data Stewardship Wizard." Retrieved from https://engagemii.com/aeo/brands/ds-wizard-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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