AI visibility score
4.2/ 10Fair

#74,382 of 738,818 in E-commerce

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

AI Visibility Scorecard

RoadLites

RoadLites

Unclaimed

roadlites.com · E-commerce

Borderline visible. AI bots can crawl RoadLites, 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 4 times

Claude · Meta AI · ShapBot

#74,382 of 738,818 in E-commerce for AI visibility

<1

AI Naming Predictability

i

Rarely named · <1/100

Top 35% of E-commerce

4

AEO Visibility

i

Borderline · 4.2/10

50

Muse Index Score

i

AI agent readiness

Transactable · 50/100

0

AI Adoption

i

None detected · 0/100

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About RoadLites

from our crawl and measurement

RoadLites, based in St. Louis, MO, describes itself simply: "RoadLites delivers LED truck and trailer lighting solutions that improve visibility, enhance safety, and help fleets stay compliant on the road." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.

Our crawl found structured data on the page (Organization, OnlineStore, WebSite), an llms.txt file for AI models and a sitemap.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). By its own structured data it is a retail business.

Industry · E-commerce
Last scored · Aug 8, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Good

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Strong

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

Strong

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.2/10, RoadLites is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

Why Choose RoadLites?

RoadLites is your premier provider of commercial safety lighting equipment, enhancing overall visibility and reducing blind spots for a safer driving experience. From owner-operators to nationwide fleets, our products empower drivers to operate confidently and safely. Energy-Efficient LEDs Durable & Reliable Quick Installation Brightness Longevity Operational Efficiency Cost-Effective Industries We Serve

Is this your brand?

✓

The exact fixes for RoadLites

✓

Which AI engines already crawl you

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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 RoadLites: 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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Free signup unlocks the full article plus your personalized AEO fix list for RoadLites.

RoadLites lists 218 products, 216 in stock, priced 0.00 to 274.99.

Show all 218 products

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

Source & Attribution

Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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