AI notes • workflows • prompts • experiments

Your living system for learning AI, SEO, and automation.

A growing knowledge hub for GEO, AEO, prompting, Python, GitHub, templates, workflows, and real-world AI experiments.

> topic: AI + SEO

> focus: GEO / AEO / crawl visibility

> workflow: Screaming Frog + AI audit

> script: log-analysis.py

> package: pandas, requests, bs4

> compare: Claude vs Gemini vs ChatGPT

What I’m Building

Core areas of AI, SEO, and technical workflows I’m actively building and testing.

Featured Workflows

Real systems and experiments you can keep expanding over time.

Track AI Bots in Logs

Identify AI crawlers, watch status codes, and see which sections are getting hit.

Python Data Cleanup

Use Python and packages to clean exports, build sheets, and speed up SEO tasks.

Tools & Systems

AI Tools

Compare ChatGPT, Claude, Gemini, and others by real-world use case.

What this site covers

SEO, AEO, GEO, prompting, Python, GitHub, automation workflows, Excel help, prompt systems, and AI tool comparisons as the site grows.

What I’m Testing

Cloudflare and AI crawlers

Prompt chaining for audits

Schema clarity for AI answers