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AI Visibility Scorecard

leschalmers

leschalmers

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leschalmers.com · Home & Living

Borderline visible. AI bots can crawl leschalmers, 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

#1,007,560 of 1,235,181 in Home & Living for AI visibility

3.4

/10

AEO Score

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About leschalmers

from our crawl and measurement

"November 11, 2025 by Les Chalmers | Leave a comment A week ago we were in forty degree Celsius heat, last night in the Snowy Mountains we were met by two degrees Celsius and icy winds." That is how leschalmers introduces itself. When AI engines look at it, they find little to work with. It scores 3.1 out of 10.

Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.

Industry · Home & Living
Last scored · Aug 16, 2026

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

3

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

3

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

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 3.4/10, leschalmers is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for leschalmers

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for leschalmers: 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 16, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/leschalmers

Cite this score: Engagemii (2026). "AEO Score for leschalmers." Retrieved from https://engagemii.com/aeo/brands/leschalmers

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

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