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AI visibility score
1.15/ 10Near-invisible

▲ 0.05 since Nov 2026

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

AI Visibility Scorecard

ClumpScope

ClumpScope

Unclaimed

clumpscope.com · Other

At 1.15/10, ClumpScope is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Entity Clarity and E-E-A-T Signals. That is fixable, and the signals below show where to start.

AI engines read this profile 1 times

Claude

3

AI Naming Predictability

i

Rarely named · 3/100

Average 15

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1.15

AEO Visibility

i

Near-invisible · 1.15/10

Average 1.4

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses average 3. Claim your page and Engagemii is your first.

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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 ClumpScope

from our crawl and measurement

ClumpScope describes itself simply: "Help astronomers find star-forming clumps in Euclid Hα emission-line maps." When AI engines look at it, they find little to work with. It scores 1.15 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 read this profile once in our tracking, including ClaudeBot (Anthropic).

Company ·
ClumpScope
Website ·
clumpscope.com
Industry ·
Other
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

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

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

Fair

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

AI Discoverability

Good

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 1.15/10, ClumpScope is near-invisible to AI engines today. That is fixable, and the signals above are where to start.

Frequently Asked Questions

Why star-forming clumps?

Galaxies at earlier cosmic times looked different from the smooth spirals around us today. Many were gas-rich and lumpy, forming their stars in a handful of giant clumps rather than evenly across a disk. These star-forming clumps can be a thousand times more massive than typical star-forming regions in the Milky Way, and together they can supply a large fraction of a galaxy's new stars.

How to classify — a quick tutorial?

Step 1 — Find the galaxy. Flip to the last two greyscale frames (VIS and NISP-Y) to see where the galaxy sits, then come back to the Hα frame. Real clumps sit on the galaxy, so knowing where it is makes everything easier. The VIS blend slider fades the starlight image in underneath the Hα map if you want to see both at once. Step 2 — Circle every clump.

Picked for ClumpScope: 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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Source & Attribution

Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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