AI visibility score
3.5/ 10Weak
As of 2026-10-02 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

A Light Left On

A Light Left On

Unclaimed

alightlefton.com · Other

Borderline visible. AI bots can crawl A Light Left On, 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

<1

AI Naming Predictability

i

Rarely named · <1/100

Average 15

Top 98% of Other

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4

AEO Visibility

i

Near-invisible · 3.5/10

Average 4.1

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-

Network Authority

i

Not connected yet

Average 0.0

0 relationships · Average 3

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0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

Average 16

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0

AI Adoption

i

None detected · 0/100

Average 0

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About A Light Left On

from our crawl and measurement

"留燈計劃A Light Left On 歡迎來到留燈計劃。我為你挑選了一首歌,陪伴你的讀寫時光;若喜歡安靜,亦可直接進入網站。放鬆心情,這裡沒有時限,請隨心而行。 我為你選的一首歌 你可以先喺下方 YouTube 播放器按播放,再進入讀信/寫信。如果旋律令你唔舒服,可以選安靜模式。 進入讀信 / 寫信 安靜模式,直接進入 點一盞燈有燈就有人 留燈計劃 |." That is how A Light Left On introduces itself. When AI engines look at it, they find little to work with. It scores 3.5 out of 10.

Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Company ·
A Light Left On
Industry ·
Other
Site status ·
Live (The website showed an active business site when last checked (Nov 1, 2026).)
Last scored ·
Oct 2, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Good

Clear headings and answer-style content.

Entity Clarity

Weak

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

Weak

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Weak

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 read your site and name it in answers. At 3.5/10, A Light Left On is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for A Light Left On: How-To

How to Get Your Company Named by ChatGPT, Gemini, and Claude

When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.

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Source & Attribution

Scored by Engagemii on October 2, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for A Light Left On." Retrieved from https://engagemii.com/aeo/brands/alightlefton

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

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