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From the Canyon Edge

From the Canyon Edge

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AEO Score: 4/10

Monitoring for AI engine activity

In the Engagemii AEO index

blog.dustinkirkland.com

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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. Two-thirds of websites are invisible to them. From the Canyon Edge just got measured.

4/10 means From the Canyon Edge is borderline visible. AI bots can crawl your site but your structured-data signals are thin. You are at risk of being skipped when buyers ask AI for a recommendation.

About From the Canyon Edge

Share to XShare to FacebookShare to Pinterest Dustin KirklandAs the VP of Engineering at Chainguard, I’m no stranger to complex software security problems or finding vulnerabilities in code.

Key Topics

Part 1: Preparation, Packing, and Gear
Part 2: Insights, Advice, and Retrospective
Part 3: Itinerary, Narrative, and Pictures

Details

Category: Technology

blog.dustinkirkland.com

AI Visibility Breakdown

1

Structured Data

4

Content Structure

5

Entity Clarity

4

E-E-A-T Signals

6

Technical AEO

4

AI Discoverability

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Your full 6-category score breakdown

Exact fixes: robots.txt, schema, llms.txt

AI bot crawls from ChatGPT, Claude, Perplexity, Gemini

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Picked for From the Canyon Edge: Tech & Electronics

Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?

Tech buyers are the most research-intensive shoppers on the internet.

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Source & Attribution

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

Source URL: https://engagemii.com/aeo/brands/blog-dustinkirkland

Cite this score: Engagemii (2026). "AEO Score for From the Canyon Edge." Retrieved from https://engagemii.com/aeo/brands/blog-dustinkirkland

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

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