#334,782 OF 522,647 IN PROFESSIONAL SERVICES
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AI Visibility Scorecard
Data Lingua. Where Data Engineering Meets Agentic Business Strategy
data-lingua.com · Professional Services
Borderline visible. AI bots can crawl Data Lingua. Where Data Engineering Meets Agentic Business Strategy, 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.
AI engines read this profile 4 times
Meta AI · Claude
#334,782 of 522,647 in Professional Services for AI visibility
4
AEO Visibility
iBorderline · 4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
4
AI Adoption
iBasic · 4/100
About Data Lingua. Where Data Engineering Meets Agentic Business Strategy
from data-lingua.com
Data Lingua is the blog of Jez Davies. Data Engineering, Semantic Models, design and architecture. Where data engineering meets business strategy.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
8
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
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
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 4/10, Data Lingua. Where Data Engineering Meets Agentic Business Strategy is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Text-to-SQL- Almost Working?
Text-to-SQL has been almost-working for five years. Why the schema problem and the semantic gap keep biting, and what production deployments actually look like. UncategorizedApril 7, 2026Jez Davies
Is this your brand?
The exact fixes for Data Lingua. Where Data Engineering Meets Agentic Business Strategy
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Data Lingua. Where Data Engineering Meets Agentic Business Strategy.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/data-lingua
Cite this score: Engagemii (2026). "AEO Score for Data Lingua. Where Data Engineering Meets Agentic Business Strategy." Retrieved from https://engagemii.com/aeo/brands/data-lingua
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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