AI Visibility Scorecard
featureops.com · Technology
Borderline visible. AI bots can crawl 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.
AI engines read this profile 6 times
Claude · Apple Intelligence · Meta AI
#1,075,554 of 2,705,685 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
8
AI Adoption
iBasic · 8/100
from our crawl and measurement
FeatureOps Manifesto is a business whose own site puts it this way: "FeatureOps is the discipline of controlling software behavior at runtime. Learn the principles, pillars, and practices for shipping fast without breaking trust." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.
On the page itself the strengths are clear: a clear heading structure. It is passable on basic crawler access and partial sitemap and link coverage. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews and structured data describing the business.
Away from its own site, other sites link to it. There is some, but not much, sign that there is little discussion of it. Beyond that, 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 and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 2017.
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.
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 4.9/10, FeatureOps Manifesto is crawlable but under-signaled - fixable, and the signals above are where to start.
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 FeatureOps Manifesto
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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/featureops
Cite this score: Engagemii (2026). "AEO Score for FeatureOps Manifesto." Retrieved from https://engagemii.com/aeo/brands/featureops
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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