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AI Visibility Scorecard

LFW

LFW

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lfwatelier.com · Media & Entertainment

At 2/10, LFW 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

#1,831,027 of 1,897,681 in Media & Entertainment for AI visibility

2

/10

AEO Score

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About LFW

from our crawl and measurement

"Louise Franklin Wiberg (LFW) makes paintings and artist books. The two mediums often correspond in format, as the majority of paintings are made in the size of books, notepads and letters." That is how LFW introduces itself. As far as answer engines are concerned it may as well not exist yet: 1.8 out of 10.

Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.

Industry · Media & Entertainment
Last scored · Aug 21, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

4

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

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

3

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 2/10, LFW is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for LFW

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for LFW: 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 21, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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