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AI Visibility Scorecard

Luke Smith β€” Data Engineer

Luke Smith β€” Data Engineer

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lukesmith.engineer Β· Manufacturing & Industrial

At 2.3/10, Luke Smith β€” Data Engineer is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

Monitoring for AI engine activity

In the Engagemii AEO index

#230,924 of 237,152 in Manufacturing & Industrial for AI visibility

2.3

/10

AEO Score

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About Luke Smith β€” Data Engineer

from our crawl and measurement

"Luke Smith Data Engineer I build data systems, pipelines, models, and tooling, and the physical machines they measure and predict." That is how Luke Smith Data Engineer introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.0 out of 10.

The site is missing structured data describing the business, an llms.txt file and a sitemap.

Industry Β· Manufacturing & Industrial
Last scored Β· Aug 8, 2026

The 6 signals AI reads

Higher is better Β· 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

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

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

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

AI Discoverability

3

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 2.3/10, Luke Smith β€” Data Engineer is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Luke Smith β€” Data Engineer

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Weekly ChatGPT & Claude citation tracking

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Picked for Luke Smith β€” Data Engineer: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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Source & Attribution

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

Source URL: https://engagemii.com/aeo/brands/lukesmith-engineer

Cite this score: Engagemii (2026). "AEO Score for Luke Smith β€” Data Engineer." Retrieved from https://engagemii.com/aeo/brands/lukesmith-engineer

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

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