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AI Visibility Scorecard

The Improvement Lab

The Improvement Lab

Unclaimed

improvement-lab.com · Education

Borderline visible. AI bots can crawl The Improvement 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#705,948 of 863,600 in Education for AI visibility

3.5

/10

AEO Score

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About The Improvement Lab

from our crawl and measurement

The Improvement Lab describes itself simply: "From concept design through full-scale implementation, The Improvement Lab is your thought partner, your innovation lab, and your improvement advisor when it is time to make changes at your." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.

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

Industry · Education
Last scored · Aug 10, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

9

Clear headings and answer-style content.

Entity Clarity

4

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

5

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

0

No inbound links found yet.

Domain Trust

0

Little domain authority yet.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 3.5/10, The Improvement Lab is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for The Improvement Lab

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for The Improvement 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 August 10, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/improvement-lab

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

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

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