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AI Visibility Scorecard

Caldwell Collaborative

Caldwell Collaborative

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caldwellcollaborative.com · E-commerce

Borderline visible. AI bots can crawl Caldwell Collaborative, 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

#515,519 of 638,539 in E-commerce for AI visibility

3.3

/10

AEO Score

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About Caldwell Collaborative

from our crawl and measurement

Caldwell Collaborative is a business whose own site puts it this way: "Caldwell Collaborative is a communications and change management consultancy. The solo venture and brainchild of Claire Caldwell." When AI engines look at it, they find little to work with. It scores 3.3 out of 10.

On the page it is passable on basic crawler access and partial sitemap and link coverage. What holds it back is a heading structure that lays out what it offers, a clearly stated business identity, credibility markers like credentials or reviews and structured data describing the business.

Off the page there is only faint evidence that only a handful of 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.

Industry · E-commerce
Last scored · Aug 6, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

4

Clear headings and answer-style content.

Entity Clarity

4

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

6

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

AI Discoverability

6

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 3.3/10, Caldwell Collaborative is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Caldwell Collaborative: 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 August 6, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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