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AI Visibility Scorecard

Coldfront Consulting

Coldfront Consulting

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coldfrontconsulting.com · Technology

Borderline visible. AI bots can crawl Coldfront Consulting, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#1,835,822 of 2,711,895 in Technology for AI visibility

4.2

/10

AEO Score

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About Coldfront Consulting

from our crawl and measurement

Coldfront Consulting is a Johannesburg business whose own site puts it this way: "Coldfront is a South African Snowflake Select Partner that helps established organisations identify where data and AI can improve business performance, then deliver the first outcome." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.

Our crawl found structured data on the page (Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.

Industry · Technology
Last scored · Aug 10, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

10

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

7

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

AI Discoverability

7

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 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 4.2/10, Coldfront Consulting is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Coldfront Consulting

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Coldfront Consulting: Tech & Electronics

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Source & Attribution

Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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