▼ 2.0 since Jul 2026
#496,034 OF 518,964 IN PROFESSIONAL SERVICES
⚡ This is your brand? Claim your page FREE and bring it to life on AI search.
AI Visibility Scorecard
Cold Work — Kevin Ruth
coldwork.co · Professional Services
At 2/10, Cold Work — Kevin Ruth is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 1 times
Claude
#496,034 of 518,964 in Professional Services for AI visibility
2
AEO Visibility
iNear-invisible · 2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Cold Work — Kevin Ruth
from our crawl and measurement
Cold Work Kevin Ruth describes itself simply: "Deliberate transformation. Cold Work is Kevin Ruth's writing and consulting on product development, tacit knowledge, and the craft of navigating ambiguity." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.7 out of 10.
The page falls short on a heading structure that lays out what it offers, a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
Off the page, almost no other sites link to it, 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. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
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 2/10, Cold Work — Kevin Ruth is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Cold Work — Kevin Ruth
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Cold Work — Kevin Ruth.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/coldwork-co
Cite this score: Engagemii (2026). "AEO Score for Cold Work — Kevin Ruth." Retrieved from https://engagemii.com/aeo/brands/coldwork-co
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform