AI Visibility Scorecard
Developer Roadmaps
roadmap.sh · Technology
Somewhat visible. AI bots can read Developer Roadmaps, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 31 times
Meta AI · Apple Intelligence · Claude · ChatGPT
#12,016 of 2,707,207 in Technology for AI visibility
85
AI Naming Predictability
iAI names companies like this often · 85/100
More likely to be named than 99% of Technology companies
7
AEO Visibility
iVisible · 6.9/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
6
AI Adoption
iBasic · 6/100
About Developer Roadmaps
from our crawl and measurement
"Community driven roadmaps, articles and guides for developers to grow in their career." That is how roadmap.sh introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.9 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure and sitemaps and entity links AI can follow. It is passable on basic crawler access. 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, the domain reads as established, AI engines recognise it as a distinct business, people discuss it in places AI engines read and it comes up on Reddit. Beyond that, there is no press coverage to draw on.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together. The business dates to 2016.
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Strong
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
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 6.9/10, Developer Roadmaps has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Developer Roadmaps
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/roadmap-sh
Cite this score: Engagemii (2026). "AEO Score for Developer Roadmaps." Retrieved from https://engagemii.com/aeo/brands/roadmap-sh
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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