AI visibility score
5.2/ 10Fair

#9,009 of 1,391,622 in Food & Beverage

As of 2026-08-02 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Letterfest

Letterfest

Unclaimed

letterfest.com · Food & Beverage

Somewhat visible. AI bots can read Letterfest, but it is missing signals that would get it named ahead of competitors.

AI engines read this profile 25 times

Claude · Meta AI · Perplexity · ShapBot

#9,009 of 1,391,622 in Food & Beverage for AI visibility

80

AI Naming Predictability

i

Named occasionally · 80/100

Food & Beverage average 12

Top 1% of Food & Beverage

See what's behind this score →

5

AEO Visibility

i

Borderline · 5.2/10

Food & Beverage average 4.0

See what's behind this score →

-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in Food & Beverage average 2. Claim your page and Engagemii is your first.

See what's behind this score →

20

Muse Index Score

i

AI agent readiness

Transactable · 20/100

Food & Beverage average 18

See what's behind this score →

0

AI Adoption

i

None detected · 0/100

Food & Beverage average 0

See what's behind this score →

Share

About Letterfest

from our crawl and measurement

"Letterfest designs and makes wonderful personalised gifts, illustrations, art, engraved stone and terracotta, personalised children's story books, cards, stationery and much more." That is how Letterfest introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.

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

AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).

Company ·
Letterfest
Website ·
letterfest.com
Industry ·
Food & Beverage
Site status ·
Live (The website showed an active business site when last checked (Oct 31, 2026).)
Last scored ·
Aug 2, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Good

Clear headings and answer-style content.

Entity Clarity

Good

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Weak

Experience, Expertise, Authority, Trust markers.

Technical AEO

Strong

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

AI Discoverability

Good

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Strong

Inbound links from other sites.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

No social discussion found yet.

What this score means

Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 5.2/10, Letterfest has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

✓

The exact fixes for Letterfest

✓

Which AI engines already crawl you

✓

Free AI bot monitoring: see every AI crawler that visits you

Claim your page free

Already have an account? Sign in

Picked for Letterfest: How-To

How to Get Your Company Named by ChatGPT, Gemini, and Claude

When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.

Continue reading in your free Engagemii portal

Sign up free to read the full article and get your AEO fix list for Letterfest.

Letterfest lists 223 products, 223 in stock, priced 0.00 to 95.00.

Show all 223 products

Machine-readable copy: the product feed (JSON).

Source & Attribution

Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

Powered by Engagemii - The Answer Engine Optimization (AEO) Platform