AI visibility score
4.2/ 10Fair
As of 2026-09-30 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

jbd.dev

jbd.dev

Unclaimed

jbd.dev · Other

Borderline visible. AI bots can crawl jbd.dev, 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

4

AEO Visibility

i

Borderline · 4.2/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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About jbd.dev

from our crawl and measurement

"jbd.dev linux NUMA Core dumps Google: Persistent disks practices Production readiness Benchmarks are hard Microservices instrumentation Debugging latency Google: SRE Written by JBD mostly." That is how jbd.dev introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.

Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.

Industry · Other
Last scored · Sep 30, 2026

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

Weak

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Fair

Experience, Expertise, Authority, Trust markers.

Technical AEO

Fair

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 4.2/10, jbd.dev is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

When to review a service for production readiness?

Production readiness reviews is not only useful right before pushing to production, they can be a protocol when handing off operational responsibilities to a different team or to a new hire. Use reviews when: Launching a new production service. Handing off the operations of an existing production service to another team such as SRE. Handing off the operations of an existing production service to new individuals.

Is there unexpected latency?

In order to detect anomalies in latency, we need to first answer what would be considered as expected latency. Every service has different requirements what unexpected latency can be. It is almost impossible to have services with 100% reliability, hence we need to first determine what latency range would give user an experience that they wouldn’t recognize there is a problem.

What is the source of latency?

When an alert is triggered or a customer is reaching out to you, an on-call person is expected to take a look. At this point, they know that there is a latency violation or poor experience. We often know what specific service/method it is but no idea the underlying cause. At this point, we can look at the latency distribution heat map for the service/method.

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The exact fixes for jbd.dev

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Which AI engines already crawl you

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Picked for jbd.dev: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

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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Source & Attribution

Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/jbd-dev

Cite this score: Engagemii (2026). "AEO Score for jbd.dev." Retrieved from https://engagemii.com/aeo/brands/jbd-dev

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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