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AI Visibility Scorecard

Iceflower

Iceflower

Unclaimed

iceflower.ai · Technology

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

AI engines read this profile 1 times

Claude

#370,314 of 2,807,729 in Technology for AI visibility

5.8

/10

AEO Score

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About Iceflower

from our crawl and measurement

Iceflower is a Berlin business whose own site puts it this way: "Iceflower turns real card and bank transactions into interactive market intelligence: merchant benchmarks, cross-shopping, catchment maps, customer movement and AI-assisted reports." Its AI visibility score is 5.8 out of 10: the engines can find it, but they do not have much to hold on to.

On its own pages the site does well on structured data describing the business, a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. What holds it back is credibility markers like credentials or reviews.

Off the page, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

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

Industry · Technology
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

9

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

Clear headings and answer-style content.

Entity Clarity

9

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

4

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

5

Inbound links from other sites.

Domain Trust

0

Little domain authority yet.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 5.8/10, Iceflower has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for Iceflower

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Iceflower: Tech & Electronics

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Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/iceflower-ai

Cite this score: Engagemii (2026). "AEO Score for Iceflower." Retrieved from https://engagemii.com/aeo/brands/iceflower-ai

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

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