Guide
4 min
How to turn YouTube comments into a research dataset
Start with source URLs, comment IDs, replies, timestamps, and permalinks. The analysis is only useful when the evidence rows survive the export.
Published on the blog index
Blog
Field notes for comment intelligence.
Short, practical notes on exporting comments, reading audience signals, and keeping reports tied to evidence rows.
Workflow
3 min
Why replies and duplicates change the report
Reply threads reveal support questions and objections that top-level comments miss. Deduplication keeps repeated rows from overpowering the signal.
Published on the blog index
Trust
5 min
A practical compliance checklist for comment analysis
Use official data access, keep source metadata, make AI output reviewable, and publish retention rules before opening paid traffic.
Published on the blog index