In-depth guides distilled from hundreds of expert interviews.
Each guide synthesizes insights from top YouTube channels — analyzing transcripts, comments, and audience questions across dozens of videos. Topics span health protocols, business strategy, AI, productivity, and more. Every recommendation is grounded in what experts actually said, with direct references to episodes and timestamps.
10,000 Comment Analysis
Topics, supplements, and questions from 10,000+ comments on The Drive podcast.
40,000 Comment Analysis
Topics, questions, and requests from 40,000+ comments across 200 videos.
Data-Driven Research Guide
Identify and validate hero channels worth learning from with the metrics that matter.
The Workflow, and Five Methods Compared
A complete workflow for extracting research insights from YouTube comments, demonstrated on 40,000 Huberman Lab comments, plus five methods compared.
Extract Patterns from Transcripts at Scale
Extract patterns, themes, and expert insights from hundreds of video transcripts. Research YouTube channels at scale without watching a single video.
A Data-Driven Channel Analysis Framework
A data-driven framework for analyzing any YouTube channel: content themes, audience sentiment, engagement patterns, and content gaps.
50,000 Comments vs Traditional Research Methods
50,000 comments analyzed reveal more honest audience insights than surveys or focus groups. How to use YouTube comments as a market research tool.
5 Methods Compared (2026)
YouTube search only looks at titles. Here are 5 ways to search what was actually said inside videos — from free workarounds to full channel search.
From One Video to Entire Channels
You remember hearing it but can't find which video or when. 6 methods to find the exact timestamp you need.