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AI Visibility Scorecard
devconsultantsllc.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Fractional COO & Industrial Business Transformation, 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.
AI engines read this profile 2 times
Claude · Meta AI
#168,041 of 240,428 in Manufacturing & Industrial for AI visibility
4
/10
AEO Score
from our crawl and measurement
Fractional COO & Industrial Business Transformation describes itself simply: "Expert fractional COO and CCO leadership and industrial transformation solutions for manufacturing and distribution companies. Drive measurable impact today." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (WebSite, Organization, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
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
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
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.
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 4/10, Fractional COO & Industrial Business Transformation is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Fractional COO & Industrial Business Transformation
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/devconsultantsllc
Cite this score: Engagemii (2026). "AEO Score for Fractional COO & Industrial Business Transformation." Retrieved from https://engagemii.com/aeo/brands/devconsultantsllc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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