AI Visibility Scorecard
Coldharbour Lights
coldharbourlights.com · Media & Entertainment
Borderline visible. AI bots can crawl Coldharbour Lights, 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
#860,499 of 1,966,290 in Media & Entertainment for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Media & Entertainment average 17
Top 50% of Media & Entertainment
See what's behind this score →4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.
See what's behind this score →40
Muse Index Score
iAI agent readiness
Transactable · 40/100
Media & Entertainment average 15
See what's behind this score →0
About Coldharbour Lights
from our crawl and measurement
"Coldharbour Lights is a decorative art studio that specialises in the design & production of handmade original feather chandelier lights." That is how Coldharbour Lights introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
The site gets some of it right: it has structured data on the page (BreadcrumbList, Organization), an llms.txt file for AI models, a sitemap. What holds it back is what is absent, including a heading structure that lays out what it offers.
- Company ·
- Coldharbour Lights
- Website ·
- coldharbourlights.com
- Industry ·
- Media & Entertainment
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 8, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Good
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
Good
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 4/10, Coldharbour Lights is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Coldharbour Lights
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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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Coldharbour Lights.
Coldharbour Lights lists 10 products, 10 in stock, priced 50.00 to 3,500.00.
Show all 10 products
- Introducing The Angelika feather table lamp · 420.00 · Table Lamp
- Gift Card For Every Occasion · 50.00 · Gift Cards
- Ceiling Light Pendant E27 · 50.00
- The Filomena · 1,250.00
- The Amaryllis · 900.00
- The Akynos · 990.00
- The Coco · 3,500.00
- The Juliette · 445.00
- The Gloria · 595.00 · Gloria
- The Bertie · 790.00
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/coldharbourlights
Cite this score: Engagemii (2026). "AEO Score for Coldharbour Lights." Retrieved from https://engagemii.com/aeo/brands/coldharbourlights
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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