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AI visibility score
2.22/ 10Near-invisible

▲ 0.02 since Nov 2026

Top 25% in E-commerce

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

AI Visibility Scorecard

FlashlightWorld

FlashlightWorld

Unclaimed

flashlightworld.com · E-commerce

At 2.22/10, FlashlightWorld is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Trust and News Mentions. That is fixable, and the signals below show where to start.

See the breakdown

AI engines read this profile 3 times

Claude

Top 25% in E-commerce for AI visibility

7

AI Naming Predictability

i

Rarely named · 7/100

E-commerce average 18

Top 89% of E-commerce

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2.22

AEO Visibility

i

Near-invisible · 2.22/10

E-commerce average 1.5

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in E-commerce average 9. Claim your page and Engagemii is your first.

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80

Muse Index Score

i

AI agent readiness

Transactable · 80/100

E-commerce average 27

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0

AI Adoption

i

None detected · 0/100

E-commerce average 0

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About FlashlightWorld

from our crawl and measurement

FlashlightWorld is a Magog,, Qc business whose own site puts it this way: "PRODUCT DESCRIPTION: The Fenix HM65R-T V2.0 Lightweight rechargeable headlamp crafted from magnesium alloy is up to 30% lighter than a standard aluminum light body." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.22 out of 10.

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

Company ·
FlashlightWorld
Website ·
flashlightworld.com
Industry ·
E-commerce
Location ·
Magog, ,, QC
Site status ·
Live (The website showed an active business site when last checked (Nov 1, 2026).)
Last scored ·
Nov 9, 2026

The 6 on-page signals AI reads

Strong · Good · Fair · Weak

Structured Data

Good

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Good

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

Fair

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.

The 6 off-page signals AI reads

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

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 2.22/10, FlashlightWorld is near-invisible to AI engines today. That is fixable, and the signals above are where to start.

Frequently Asked Questions

Why FlashlightWorld?

FlashlightWorld.com is Canada’s #1 source for high-performance flashlights, headlamps, and batteries. Trusted by outdoor enthusiasts and professionals alike, we deliver premium gear with fast local shipping and expert support — no customs, no delays, no compromise.We believe Canadians deserve gear they can rely on — whether they’re deep in the woods or on the front lines.

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 FlashlightWorld: 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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FlashlightWorld lists 469 products, 411 in stock, priced 3.95 to 1,299.00.

Show all 469 products

Machine-readable copy: 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/flashlightworld

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

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

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