AI Visibility Scorecard
Stop Optimizing for Problems You Don't Have
devthing.net · Technology
Borderline visible. AI bots can crawl Stop Optimizing for Problems You Don't Have, 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.
AI engines read this profile 3 times
Claude · ChatGPT
#2,265,832 of 2,705,505 in Technology for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Stop Optimizing for Problems You Don't Have
from our crawl and measurement
Stop Optimizing for Problems You Don't Have describes itself simply: "Everything you learned about proper software architecture is probably keeping you from shipping. Stop optimizing for problems you don't have and ship the thing." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Under the hood there is a readable heading structure and substantial page content, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a sitemap.
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
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 3.5/10, Stop Optimizing for Problems You Don't Have is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Do It Wrong This Week?
Here's your challenge: ship something this week using the "wrong" technology. Build it with jQuery in 2026. Use PHP. Use a SQLite file. Use inline styles. Commit directly to main. Skip the tests. Deploy to a $5 VPS with FileZilla. Do all the things that would get you laughed out of a tech interview. Then count how many users care about your tech stack. I'm betting zero. They'll care about whether it works.
Is this your brand?
The exact fixes for Stop Optimizing for Problems You Don't Have
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/devthing-net
Cite this score: Engagemii (2026). "AEO Score for Stop Optimizing for Problems You Don't Have." Retrieved from https://engagemii.com/aeo/brands/devthing-net
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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