Thoughts on Technical SEO, AI Search & Automation
Explore my thoughts, experiments, and quiet discoveries from the technical side of search.
I’m not pretending to have the whole skill tree unlocked, but I’m always down to share the XP I’ve picked up.
Dive Into the Categories
Technical SEO
This category is dedicated to deep-level systems analysis and optimization.
We break down the physics of search by mastering crawl analysis, perfecting structure, and implementing advanced site architecture.
Learn to systematically control how Googlebot crawls and renders your platform.
Build websites that are fundamentally unbeatable at the structural level.


SEO Automation
This is your playbook for programmatic mastery.
We detail how to leverage Python, APIs, and low-code platforms to automate data collection, reporting, and technical triage.
This is the discipline of maximizing strategic output by minimizing wasted human effort.
Stop doing the grunt work and start engineering your time.
AI Search (or AEO, or GEO, or Whatever)
Drop the ambiguity and unpredictable outcomes of generalized content.
We detail how to use structured data, internal architecture, and content refinement to ensure flawless information retrieval and presentation.
This is the discipline of maximizing strategic output by gaining direct influence over how the AI understands and publishes your data.


Tools and Tech Stack
We are operating a precision business, and that demands curated, high-leverage hardware.
This is where we break down, test, and integrate the essential systems – from deep-dive API explorers and next-gen analyzers to lightweight workflow connectors.
We treat tools as modular components in your overall automaton.
We choose the right instruments for maximum impact.
Read the Newest Articles

Connecting the GSC API to Google Sheets
It’s Monday morning, you’re staring at your Google Search Console CSVs, and the thought of downloading, opening, and cleaning them…

Script: Broken Link Checker
You’ve got a site, maybe it’s a blog, maybe a sprawling SaaS documentation portal, or something in-between. You update content,…

Sitebulb Technical SEO Review
For the longest time, our toolkit was Spartan. We had Xenu Link Sleuth, and later, the undisputed king – Screaming…

Entities for SEO and AI Search
We spent years teaching algorithms to read keywords. We stuffed H1 tags, obsessed over density ratios, and prayed to the…

Script: XML Sitemap Generator
We are going to write a Python script that doesn’t care if you have 100 pages or 10 000. It…



