AI Visibility Scorecard
The FeatureOps Manifesto
featureops.io · Technology
Borderline visible. AI bots can crawl The FeatureOps Manifesto, 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
#2,026,309 of 2,706,631 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
8
AI Adoption
iBasic · 8/100
About The FeatureOps Manifesto
from our crawl and measurement
"FeatureOps is the discipline of controlling software behavior at runtime. Learn the principles, pillars, and practices for shipping fast without breaking trust." That is how The FeatureOps Manifesto introduces itself. When AI engines look at it, they find little to work with. It scores 3.7 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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.
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 3.7/10, The FeatureOps Manifesto is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is FeatureOps?
FeatureOps is the discipline of controlling software behavior at runtime.It extends DevOps pillars (flow, feedback, continuous learning) into the layer where real user value lives: the features themselves. Where DevOps asks "is the code deployed?", FeatureOps asks "is the feature working for the right users at the right time?""Feature" here is broad. A new checkout flow is a feature.
Is this your brand?
The exact fixes for The FeatureOps Manifesto
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on October 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/featureops-io
Cite this score: Engagemii (2026). "AEO Score for The FeatureOps Manifesto." Retrieved from https://engagemii.com/aeo/brands/featureops-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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