AI visibility score
4.0/ 10Fair

#40,360 of 208,704 in Beauty & Personal Care

As of 2026-08-01 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Preferred Projects

Preferred Projects

Unclaimed

preferredproject.com · Beauty & Personal Care

Borderline visible. AI bots can crawl Preferred Projects, 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.

AI engines read this profile 5 times

Meta AI · Claude

#40,360 of 208,704 in Beauty & Personal Care for AI visibility

19

AI Naming Predictability

i

Rarely named · 19/100

Beauty & Personal Care average 9

Top 16% of Beauty & Personal Care

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4

AEO Visibility

i

Borderline · 4/10

Beauty & Personal Care average 4.0

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-

Network Authority

i

Not connected yet

Beauty & Personal Care average 0.0

0 relationships · Beauty & Personal Care average 3

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20

Muse Index Score

i

AI agent readiness

Transactable · 20/100

Beauty & Personal Care average 20

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0

AI Adoption

i

None detected · 0/100

Beauty & Personal Care average 0

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About Preferred Projects

from our crawl and measurement

Preferred Projects describes itself simply: "Pico Store Equipment. Custom Printing. Custom Store Displays. Custom Acrylic Displays. Custom Cosmetic and Makeup Display. Business Cards. Wedding Invitations." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.

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 once in our tracking, including ClaudeBot (Anthropic).

Company ·
Preferred Projects
Industry ·
Beauty & Personal Care
Location ·
Los Angeles, California
Site status ·
Live (The website showed an active business site when last checked (Aug 26, 2026).)
Last scored ·
Aug 1, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Fair

Clear headings and answer-style content.

Entity Clarity

Fair

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Fair

Experience, Expertise, Authority, Trust markers.

Technical AEO

Strong

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

AI Discoverability

Fair

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Good

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 4/10, Preferred Projects is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Preferred Projects: 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.

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Preferred Projects lists 1,000+ products, 999 in stock, priced 0.12 to 1,019.36.

Show 500 of 1,000+ products

The full list of every product we captured is in the product feed (JSON).

Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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