Experiments

Data-backed articles on YouTube growth, indie building, and experiments I'm running — raw numbers, real results, and honest breakdowns.

I Scraped 1,300 Videos About "Faceless YouTube Channel." Here's What the Data Says.

March 5, 2026

I scraped 1,421 videos ranking for "faceless YouTube channel" keywords, 116K comments, and 3.6M words of transcripts. The data reveals what tools creators promote vs. use, how they make money, and what nobody is talking about.

March 5, 2026

Twitter Reply Marketing: 4 Weeks of Raw Data

January 17, 2026

I replied to 35 "share your project" threads on Twitter over 4 weeks. 7,847 impressions, 294 site visitors, 8 waitlist signups. Here's the raw data.

January 17, 2026