AI visibility score
4.2/ 10Fair

▼ 1.8 since Jul 2026

#773,556 of 1,393,482 in Food & Beverage

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

AI Visibility Scorecard

FL MOTORSPORT

FL MOTORSPORT

Unclaimed

friction-lab.com · Food & Beverage

Borderline visible. AI bots can crawl FL MOTORSPORT, 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 1 times

Claude

#773,556 of 1,393,482 in Food & Beverage for AI visibility

4

AEO Visibility

i

Borderline · 4.2/10

35

Muse Index Score

i

AI agent readiness

Basic · 35/100

0

AI Adoption

i

None detected · 0/100

Share

About FL MOTORSPORT

from our crawl and measurement

FL MOTORSPORT is a business whose own site puts it this way: "一站式汽車改裝升級服務. 本公司代理世界各大品牌信心保證 | AP RACING | RSR JAPAN | PROJECT MU | BREMBO | 汽車改裝 | 剎車升級 | 排氣系統 | 車架強化 | 呔鈴 | FRICTION LAB | FL MOTORSPORTS." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.

On the page itself the strengths are clear: a clearly stated business identity and crawler access and the files AI engines look for. It is passable on some structured data and partial sitemap and link coverage. What holds it back is a heading structure that lays out what it offers and credibility markers like credentials or reviews.

Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.

There is not much on the page to read either, about 127 words.

Industry · Food & Beverage
Last scored · Aug 1, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Good

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Weak

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

Fair

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, FL MOTORSPORT is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

✓

The exact fixes for FL MOTORSPORT

✓

Which AI engines already crawl you

✓

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

Already have an account? Sign in

Picked for FL MOTORSPORT: 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.

Continue reading in your free Engagemii portal

Free signup unlocks the full article plus your personalized AEO fix list for FL MOTORSPORT.

Source & Attribution

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

Source URL: https://engagemii.com/aeo/brands/friction-lab

Cite this score: Engagemii (2026). "AEO Score for FL MOTORSPORT." Retrieved from https://engagemii.com/aeo/brands/friction-lab

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