AI Visibility Scorecard
developeradvocate.com · Technology
Somewhat visible. AI bots can read (the) Developer Advocate, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude
#846,355 of 2,707,329 in Technology for AI visibility
67
AI Naming Predictability
iLikely to be named · 67/100
5
AEO Visibility
iBorderline · 5.1/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
6
AI Adoption
iBasic · 6/100
from our crawl and measurement
(the) Developer Advocate describes itself simply: "Published by Ryan Boyd on April 25, 2026 There’s a take making the rounds right now: DevRel is shifting into developer GTM. No, it’s not." Its AI visibility score is 5.1 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic).
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
Good
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
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
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.
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 5.1/10, (the) Developer Advocate has a working base to build on - fixable, and the signals above are where to start.
What metrics are valuable?
The only perfect metrics are those that point up and to the right at an increasing rate. Okay, in all seriousness, metrics for DevRel on open source projects are super challenging, but modern day cloud APIs/services are much easier to measure when developers are authenticated.
Do you need to report up a single metric?
While I have fought tooth-and-nail over this with past leaders, I do actually think it is valuable to place a single goal that everyone on the team is running towards and communicate it up. However, I would only do this when that metric is simple, represents the work of the team well, and not easily manipulated. Otherwise, I would choose up to 3 metrics and regularly report on those.
How about having DevRel in a sales org?
No, DevRel never belongs in sales. DevRel is a long game, and sales is driven by short-term lead/opp/closing targets — all sales leaders will be tempted to reach these targets by involving some of their most talented technologists in DevRel, and that comes at the expense of our real long-term goals.
Is this your brand?
The exact fixes for (the) Developer Advocate
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 October 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/developeradvocate
Cite this score: Engagemii (2026). "AEO Score for (the) Developer Advocate." Retrieved from https://engagemii.com/aeo/brands/developeradvocate
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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