Practical writeups on comment-mining, scraping workflows, and turning what customers already say into ads that convert.
Three ways to find a comment on YouTube: your own comment history, YouTube's sort menu, and a free finder that searches a video's comments by word or username.
Why TikTok hides a comment section, what to check in the app, and how to read the comments on any public video without logging in.
X hides profiles and replies from logged-out visitors. Learn what still loads without an account and use a free viewer for public profiles and posts.
Choose tools for competitor search data, traffic research, customer comments, and alerts, then turn the evidence into a focused marketing test.
Compare tools for customer comments, interview coding, and feedback analysis, with a practical method for turning source evidence into ad angles.
Compare social listening tools by the job you need done: brand monitoring, video research, or finding customer language for your next ad.
Compare the best customer feedback management software for collecting feedback, analyzing sentiment, improving products, and growing e-commerce revenue.
Compare the best customer research tools for e-commerce, including comment scraping, review analysis, social listening, AI tagging, and heatmaps.
GummySearch shut down on November 30, 2025. Compare the best alternatives for Reddit research, keyword alerts, leads, and customer language mining.
We analyzed 10,858,279 scraped customer comments across Reddit, Amazon, YouTube, and Trustpilot. See where attention, questions, and buying stories happen.
Ten realistic voice of customer examples from Reddit, Amazon, TikTok, and review sites, each paired with the ad angle it produces and why the phrasing works.
A simple voice of customer template: six columns, filled from comments and reviews instead of surveys. Includes a ranking method and survey questions.
Patterns from mining 10M+ customer comments and testing Meta ads: hooks, customer language, objections, proof, and kill rules for winning ads.
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, covering ranked ad angles and hooks from real customer language.
How ecom founders can turn real customer comments into ranked ad angles and hooks, score them by emotion and curiosity, and test the best 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.