An AI-powered tool for YouTube creators and marketers to analyze video comments for free. It extracts deep insights, including sentiment, emotions, and key topics, helping you understand your audience and refine your content strategy.
Feedby is an AI-powered tool that automatically filters YouTube comment sections to extract valuable user feedback. It intelligently identifies feature requests, bug reports, and questions, saving creators hours of manual work. Get curated insights delivered directly to your inbox and build what your audience truly wants.
An AI-powered tool for YouTube creators and marketers to analyze video comments for free. It extracts deep insights, including sentiment, emotions, and key topics, helping you understand your audience and refine your content strategy.
Feedby is an AI-powered tool that automatically filters YouTube comment sections to extract valuable user feedback. It intelligently identifies feature requests, bug reports, and questions, saving creators hours of manual work. Get curated insights delivered directly to your inbox and build what your audience truly wants.
| Feature | Comment Explorer | Feedby |
|---|---|---|
| Primary category | Audience Research | Feedback Collection |
| Added | 2025-08-05 | 2025-08-16 |
| Pricing | Freemium | Paid |
| Official website | www.commentexplorer.com | feedby.danigleba.com |
| Product type | Website | Website |
| Performance data | ||
| User rating | Not verified | Not verified |
| Comments | 0 | 0 |
| Monthly visits | 4.6K | 4.1K |
| Monthly growth | Not verified | Not verified |
| Favorites | 105 | 96 |
| Details | View details | View details |
Compare Comment Explorer and Feedby by monthly reach, traffic trend, visit depth, top regions, and acquisition sources.
In the Comment Explorer vs Feedby monthly traffic comparison, Comment Explorer currently shows 4.6K visits and Feedby shows 4.1K; Comment Explorer has about 1.1 times the visible traffic of Feedby, an absolute difference of about 522 visits. This reflects visible reach, not feature quality or paid users.
Both values come from visits recorded inside ToolMage. They can indicate relative interest on this site, but not total website traffic or global market share.
This in-depth Comment Explorer vs Feedby comparison uses only the product records, taxonomy, audience, traffic, and community signals available on this page. Comment Explorer is primarily listed under “Audience Research”, while Feedby is primarily listed under “Feedback Collection”, so the first decision is whether your actual task matches their recorded scope.
The structured fields currently show these decision-relevant differences: Primary category (Comment Explorer: Audience Research; Feedby: Feedback Collection); Pricing (Comment Explorer: Freemium; Feedby: Paid); Monthly visits (Comment Explorer: 4.6K; Feedby: 4.1K); Favorites (Comment Explorer: 105; Feedby: 96); Website (Comment Explorer: www.commentexplorer.com; Feedby: feedby.danigleba.com). These facts are more useful for selection than brand visibility alone.
In the Comment Explorer vs Feedby monthly traffic comparison, Comment Explorer currently shows 4.6K visits and Feedby shows 4.1K; Comment Explorer has about 1.1 times the visible traffic of Feedby, an absolute difference of about 522 visits. This reflects visible reach, not feature quality or paid users.
Both values come from visits recorded inside ToolMage. They can indicate relative interest on this site, but not total website traffic or global market share.
The current traffic scope is not sufficient for a reliable product ranking. Treat monthly visits as a market-interest signal, then decide using taxonomy, use cases, pricing, and a like-for-like trial rather than reading exposure as product capability.
Comment Explorer and Feedby currently overlap in shared categories: Analytics; shared tags: comment analysis, community management, content creator tool, and sentiment analysis. This can place both on the same shortlist, but it does not prove equal implementation, depth, or cost.
Comment Explorer's unique categories/tags are Audience Research, Data Analysis, audience insights, social media tool, video marketing, and YouTube analytics; Feedby's are Feedback Collection, Sentiment Analysis, Automation, automation, bug tracking, feedback collection, user feedback, and youtube. These unique fields are the strongest differentiators: validate the product whose recorded scope matches the task instead of following traffic alone.
Comment Explorer has no verified rating, 0 comments, 105 favorites, and 117 likes；Feedby has no verified rating, 0 comments, 96 favorites, and 108 likes。
Neither product has enough rating or comment samples for a credible reputation ranking.
Put Comment Explorer on the priority trial list when the task aligns with “Audience Research” and especially Audience Research, Data Analysis, audience insights, social media tool, video marketing, and YouTube analytics. This follows recorded positioning and does not imply unlisted capabilities are absent.
Comment Explorer also currently records: pricing is freemium, product type is website, 4.6K on-site monthly views, no verified user rating. Verify any hard requirement around price, platform, or reach before trial, and do not let sparse review data substitute for testing.
Put Feedby on the priority trial list when the task aligns with “Feedback Collection” and especially Feedback Collection, Sentiment Analysis, Automation, automation, bug tracking, and feedback collection. This follows recorded positioning and does not imply unlisted capabilities are absent.
Feedby also currently records: pricing is paid, product type is website, 4.1K on-site monthly views, no verified user rating. Verify any hard requirement around price, platform, or reach before trial, and do not let sparse review data substitute for testing.
The available data describes positioning, public visibility, and community signals, but it cannot prove output quality, speed, integration effort, privacy, or long-term cost in your workflow. Before deciding, run the same representative tasks in Comment Explorer and Feedby, then record completion time, accuracy, manual corrections, and the real paid threshold. A like-for-like trial turns this comparison into a defensible adoption decision.
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