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AI Visibility Scorecard

Come to Light

Come to Light

Unclaimed

cometolight.info · Media & Entertainment

Somewhat visible. AI bots can read Come to Light, but it is missing the structured signals that push citation rate above competitors.

Monitoring for AI engine activity

In the Engagemii AEO index

#660,607 of 1,940,076 in Media & Entertainment for AI visibility

5

AEO Visibility

i

Borderline · 5.1/10

35

Muse Index Score

i

AI agent readiness

Basic · 35/100

0

AI Adoption

i

None detected · 0/100

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About Come to Light

from our crawl and measurement

Come to Light is a business whose own site puts it this way: "The light side of visual documentary - Our main purpose is to showcase visual journalists and storytellers (photo and video) alongside the stories they create." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.

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

Industry · Media & Entertainment
Last scored · Sep 14, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

Clear headings and answer-style content.

Entity Clarity

6

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

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

AI Discoverability

9

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 5.1/10, Come to Light has a working base to build on - fixable, and the signals above are where to start.

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Picked for Come to Light: 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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Source & Attribution

Scored by Engagemii on September 14, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/cometolight-info

Cite this score: Engagemii (2026). "AEO Score for Come to Light." Retrieved from https://engagemii.com/aeo/brands/cometolight-info

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

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