AI Visibility Scorecard
blog.scalingdevtools.com · Media & Entertainment
Somewhat visible. AI bots can read Scaling DevTools, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
ChatGPT
#425,127 of 1,964,804 in Media & Entertainment for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
12
AI Adoption
iBasic · 12/100
from our crawl and measurement
Blog is a business whose own site puts it this way: "Articles and insights about building and scaling developer tools, DevRel, and developer marketing." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
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
Strong
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
Good
Forum and community discussion.
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 5.3/10, Scaling DevTools has a working base to build on - fixable, and the signals above are where to start.
Why use Mastra?
Note: this is mostly for me. I started using Mastra for some projects recently. It's a framework for working with agents. You don't need a framework. I've also played with agents without them.
How to be a (good) podcast guest?
I host a small podcast that has had 70+ guests so far. This is my guide on how to 1) be on podcasts as a guest and 2) be a good guest (from a host's perspective).
DevRel: What is it?
Photo by Brianna Tucker / Unsplash "So, it's share the knowledge first.
How to do Dev Marketing?
Photo by Stephen Phillips - Hostreviews.co.uk / Unsplash If developers use your product, you probably spend a lot of your time wondering how to do dev marketing.
Is this your brand?
The exact fixes for Scaling DevTools
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Scaling DevTools.
Scored by Engagemii on September 14, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/blog-scalingdevtools
Cite this score: Engagemii (2026). "AEO Score for Scaling DevTools." Retrieved from https://engagemii.com/aeo/brands/blog-scalingdevtools
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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