Practical writeups on comment-mining, scraping workflows, and turning what customers already say into ads that convert.
A swipe file of real customer phrases turns ad writing from invention into selection. Here is how to build one your whole team can pull from every week.
The fastest ad wins come from answering the doubt a buyer already has. Here is how to pull objections out of real customer comments and turn each one into creative.
The comments under short-form video already read like ad copy. Here is how to gather TikTok and Instagram reactions into creative briefs that match the feed.
Reddit is where buyers say what they really think before they buy. Here is how to pull that language into ad angles without the API, a script, or PRAW.
Amazon reviews are the largest free focus group in ecommerce. Here is how to read them for ad angles instead of stars, including the competitor listings you do not own.
A practical comparison of customer comment scraping tools for ecom founders who need ranked ad angles and hooks from real customer language across multiple platforms.
How ecom founders can turn real customer comments into ranked ad angles and hooks, score them by emotion, curiosity, and stakes, and test the strongest lines first.
The free Chrome extension is great at tables and terrible at comments. Here is how to get the most out of it, and what to reach for when it hits a wall.