AI visibility score
2.51/ 10Near-invisible

▲ 0.01 since Nov 2026

Top 25% in Beauty & Personal Care

As of 2026-11-09 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Preferred Projects

Preferred Projects

Unclaimed

preferredproject.com · Beauty & Personal Care

At 2.51/10, Preferred Projects is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Domain Trust and News Mentions. That is fixable, and the signals below show where to start.

AI engines read this profile 6 times

Claude · Meta AI

Top 25% in Beauty & Personal Care for AI visibility

20

AI Naming Predictability

i

Rarely named · 20/100

Beauty & Personal Care average 9

Top 16% of Beauty & Personal Care

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2.51

AEO Visibility

i

Near-invisible · 2.51/10

Beauty & Personal Care average 2.2

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in Beauty & Personal Care average 3. Claim your page and Engagemii is your first.

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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 2.51 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 read this profile 6 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.

Company ·
Preferred Projects
Industry ·
Beauty & Personal Care
Location ·
Los Angeles, CA
Site status ·
Live (The website showed an active business site when last checked (Aug 26, 2026).)
Last scored ·
Nov 9, 2026

The 6 on-page 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.

The 6 off-page signals AI reads

How the web signals your brand to AI

Backlinks

Good

Inbound links from other sites.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

-

Not yet measured.

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 2.51/10, Preferred Projects is near-invisible to AI engines today. That is fixable, and the signals above are where to start.

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Picked for Preferred Projects: 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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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 November 9, 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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