AI Visibility Scorecard
devopsloft.io · Technology
At 3/10, Stackoverdrive - DevOps Consulting Company 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 5 times
Claude · Apple Intelligence · Meta AI
#907,453 of 2,706,489 in Technology for AI visibility
4
AI Naming Predictability
iRarely named · 4/100
More likely to be named than 89% of Technology companies
3
AEO Visibility
iNear-invisible · 3/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
2
AI Adoption
iBasic · 2/100
from our crawl and measurement
"Stackoverdrive is a leading provider of DevOps consulting, cloud strategy, and data engineering services. See why top teams trust us." That is how Stackoverdrive introduces itself. When AI engines look at it, they find little to work with. It scores 3.0 out of 10.
The site gets some of it right: it has structured data on the page (WebPage, BreadcrumbList, WebSite), a readable heading structure. What holds it back is what is absent, including an llms.txt file, a sitemap.
Our monitoring has logged 2 AI crawler visits here: the engines come, the question is what they find.
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 3/10, Stackoverdrive - DevOps Consulting Company is crawlable but under-signaled - fixable, and the signals above are where to start.
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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.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/devopsloft-io
Cite this score: Engagemii (2026). "AEO Score for Stackoverdrive - DevOps Consulting Company." Retrieved from https://engagemii.com/aeo/brands/devopsloft-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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