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AI Visibility Scorecard

Jacobs Lab

Jacobs Lab

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jacobs-lab.com · Education

Borderline visible. AI bots can crawl Jacobs Lab, 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.

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In the Engagemii AEO index

#658,888 of 872,564 in Education for AI visibility

3.8

/10

AEO Score

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About Jacobs Lab

from our crawl and measurement

Jacobs Lab describes itself simply: "ThermoelectricsHeating and cooling make up the majority of household energy use in most developed countries, yet the basic technologies we use for heating and cooling haven’t evolved." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.

Our crawl found structured data on the page (WebSite, LocalBusiness), a sitemap and a readable heading structure. It is missing an llms.txt file.

Industry · Education
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

4

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

4

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

AI Discoverability

4

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

1

Established authority for your domain.

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 3.8/10, Jacobs Lab is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Jacobs Lab

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Jacobs Lab: How-To

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.

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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/jacobs-lab

Cite this score: Engagemii (2026). "AEO Score for Jacobs Lab." Retrieved from https://engagemii.com/aeo/brands/jacobs-lab

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

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