AI visibility score
4.2/ 10Fair
As of 2026-11-08 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Data Engineering Central

Data Engineering Central

Unclaimed

dataengineeringcentral.substack.com · Technology

Borderline visible. AI engines can read Data Engineering Central, but Structured Data, Content Structure and E-E-A-T Signals are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.

AI engines read this profile 8 times

Claude · ChatGPT · Apple Intelligence

74

AI Naming Predictability

i

Named occasionally · 74/100

Technology average 28

Top 5% of Technology

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4.2

AEO Visibility

i

Borderline · 4.2/10

Technology average 4.4

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.

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5

Muse Index Score

i

AI agent readiness

Basic · 5/100

Technology average 17

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0

AI Adoption

i

None detected · 0/100

Technology average 2

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About Data Engineering Central

from our crawl and measurement

"Long Live the Data Engineer. No holds barred. Click to read Data Engineering Central, by Daniel Beach, a Substack publication with tens of thousands of subscribers." That is how Data Engineering Central introduces itself. Its AI visibility score is 4.2 out of 10: the engines can find it, but they do not have much to hold on to.

The site gets some of it right: it has a sitemap. What holds it back is what is absent, including structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.

Company ·
Data Engineering Central
Industry ·
Technology
Site status ·
Live (The website showed an active business site when last checked (Aug 26, 2026).)
Last scored ·
Nov 8, 2026

The 6 on-page signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Weak

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

Fair

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Weak

Sitemaps and entity links AI can follow.

The 6 off-page signals AI reads

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

Domain Authority

Strong

Established authority for your domain.

Reference Presence

Strong

Recognized in AI knowledge graphs.

News & Press

Strong

Press and news coverage.

Community

Strong

Forum and community discussion.

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 read your site and name it in answers. At 4.2/10, Data Engineering Central is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.

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The exact fixes for Data Engineering Central

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Picked for Data Engineering Central: How-To

How to Get Your Company Named by ChatGPT, Gemini, and Claude

When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.

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Source & Attribution

Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/dataengineeringcentral-substack

Cite this score: Engagemii (2026). "AEO Score for Data Engineering Central." Retrieved from https://engagemii.com/aeo/brands/dataengineeringcentral-substack

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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