AI visibility score
4.2/ 10Fair

#28,075 of 738,519 in E-commerce

As of 2026-08-01 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

F150LEDs.com

F150LEDs.com

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f150leds.com · E-commerce

Borderline visible. AI bots can crawl F150LEDs.com, 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.

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AI engines read this profile 7 times

Claude · ChatGPT · Meta AI

#28,075 of 738,519 in E-commerce for AI visibility

23

AI Naming Predictability

i

Named occasionally · 23/100

More likely to be named than 97% of E-commerce companies

4

AEO Visibility

i

Borderline · 4.2/10

20

Muse Index Score

i

AI agent readiness

Transactable · 20/100

0

AI Adoption

i

None detected · 0/100

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About F150LEDs.com

from our crawl and measurement

F150LEDs.com describes itself simply: "F150LEDs is the only dedicated F150 led source owned by F150 Owners! Easy to install Custom Interior & Exterior LED Light Kits + LED bars. Upgrade Today!." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 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 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).

Industry · E-commerce
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

Strong

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

Good

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

Good

Social discussion and mentions.

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 4.2/10, F150LEDs.com is crawlable but under-signaled - fixable, and the signals above are where to start.

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→
Picked for F150LEDs.com: 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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F150LEDs.com lists 542 products, 542 in stock, priced 1.00 to 819.00.

Show 500 of 542 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/f150leds

Cite this score: Engagemii (2026). "AEO Score for F150LEDs.com." Retrieved from https://engagemii.com/aeo/brands/f150leds

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

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