AI Visibility Scorecard
DUMB DEV Community
dumb.dev.to · Technology
Well-positioned for AI search. The breakdown below shows where DUMB DEV Community is still leaving points on the table.
AI engines read this profile 34 times
Claude · Meta AI · Apple Intelligence · Perplexity
#2,696 of 2,707,329 in Technology for AI visibility
7
AEO Visibility
iVisible · 7.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
12
AI Adoption
iBasic · 12/100
About DUMB DEV Community
from our crawl and measurement
DUMB DEV Community is a business whose own site puts it this way: "A space to discuss and keep up software development and manage your software career." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.4 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
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
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.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Good
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Good
Press and news coverage.
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 7.4/10, DUMB DEV Community has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
It Was Just a Patch Update. What Could Possibly Go Wrong?
Summer Bug Smash: Smash Stories 🐛🛹 Sylwia Laskowska Sylwia Laskowska Sylwia Laskowska Follow Jul 30 It Was Just a Patch Update.
Is this your brand?
The exact fixes for DUMB DEV Community
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for DUMB DEV Community.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/dumb-dev-to
Cite this score: Engagemii (2026). "AEO Score for DUMB DEV Community." Retrieved from https://engagemii.com/aeo/brands/dumb-dev-to
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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