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Practical SEO & marketing automation. Python scripts, AI workflows and growth experiments — tested by hand, shared in public.
Why your Google Analytics 4 can be Inaccurate - 75 Reasons
How accurate is Google Analytics 4, and why is data missing? 75 checks across consent, tracking, attribution, sampling and AI traffic, with sources.
Read →How AI Chooses Sites to Cite: A 125-Keyword Study
How does AI decide what to cite? A 125-keyword test across ChatGPT, Claude, Gemini and Perplexity - the signals an AI search engine uses to pick pages.
Read →Automated Keyword Research from $0.09: My Python + Claude Workflow (2026)
How I automated keyword research with Python and Claude: pull up to 1,000 related keywords, cluster them by topic, add competitor and SERP data, and harvest AI fan-out queries from DataForSEO. From $0.09 and 15 minutes a run.
Read →41 AI Citation Ranking Factors in 2026: Tested on Real Pages
The AI citation ranking factors behind whether AI search cites your pages in 2026, and how to get cited: 41 signals in clear blocks, with my own findings.
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