---
title: "Blogs: AI Search, Agent Readiness & Technical AEO | Code4X"
url: "https://code4x.dev/blogs"
canonical: "https://code4x.dev/blogs"
description: "Field reports, technical audits, and benchmarks on how LLMs, answer engines, and autonomous web agents crawl, interpret, and cite modern websites."
format: "markdown-mirror"
updated: "2026-09-29"
agent_ready: true
---

# Blogs: AI Search, Agent Readiness & Technical AEO

> Field reports, technical audits, and benchmarks on how LLMs, answer engines, and autonomous web agents crawl, interpret, and cite modern websites.

- **URL**: https://code4x.dev/blogs
- **Format**: Machine-readable Markdown Mirror (RFC 9727 / Accept: text/markdown)
- **Publisher**: Code4X Agent Readiness Platform

---

**WRITING & RESEARCH**

# Engineering for the agentic web

> Original technical research, audit breakdowns, and clear explanations of how AI engines, LLMs, and autonomous web crawlers parse modern websites.

 ARTICLE 1 

[AI Search 12 min read · March 2026 ## AEO, GEO, AIO and LLM SEO: definitions, differences and what actually matters Four acronyms, heavy overlap, and a great deal of marketing built on the gaps between them. Here is what each one means, where they genuinely differ, and how much of the work is actually new. Read full article →](/aeo-geo-aio-llm-seo)

 ARTICLE 2 

[Self Audit 9 min read · March 2026 ## We audited our own website against 37 AEO checks. We scored 23. Sixty-two percent. Two of the failures were genuinely embarrassing for a company that sells this audit. Here is every one of them, what we fixed, and the three we have decided not to fix at all. Read full article →](/we-audited-our-own-website)

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*Machine mirror served for AI agents, citation crawlers, and LLM assistants. Canonical URL: [https://code4x.dev/blogs](https://code4x.dev/blogs).*