AI Visibility Scorecard
Coding in the Trenches
codinginthetrenches.com · Technology
Borderline visible. AI bots can crawl Coding in the Trenches, 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
#1,222,788 of 2,707,329 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.8/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
4
AI Adoption
iBasic · 4/100
About Coding in the Trenches
from our crawl and measurement
"Coding in the Trenches is thoughts, tips, and methodologies for software development." That is how Coding in the Trenches introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.
Our crawl found structured data on the page (Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Weak
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
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 4.8/10, Coding in the Trenches is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Misadventures in AI CLIs Part 3: Great Success?
We continue the prior post’s theme of using CLI AI tools and then writing about it.
Does that 0% pay over time loan make sense?
If you like to nerd out about enough money to buy lunch at a counterserve restaurant then this is the post for you. If you don’t care about effectively paying $18 less on a $1200 purchase then this is not the post for you.
Is this your brand?
The exact fixes for Coding in the Trenches
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Coding in the Trenches.
Source & Attribution
Scored by Engagemii on September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codinginthetrenches
Cite this score: Engagemii (2026). "AEO Score for Coding in the Trenches." Retrieved from https://engagemii.com/aeo/brands/codinginthetrenches
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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