Question 1

How does YouTube comment sentiment analysis work?

Accepted Answer

Our tool fetches the top comments from a YouTube video using the YouTube API, then sends them to Google Gemini AI which classifies each comment as positive, negative, or neutral and identifies key themes.

Question 2

How many comments does the sentiment analyzer process?

Accepted Answer

We analyze up to 100 of the top comments by relevance. This sample is representative of the overall audience sentiment.

Question 3

What information does the sentiment report include?

Accepted Answer

The report includes overall sentiment label (positive/negative/neutral/mixed), percentage breakdown, a summary paragraph, top positive and negative themes, and the most mentioned keywords.

Question 4

Can sentiment analysis help my YouTube strategy?

Accepted Answer

Absolutely! Understanding audience sentiment helps you identify what content resonates, what to avoid, common viewer complaints, and opportunities for follow-up videos.

Question 5

Does this work for my own channel's videos?

Accepted Answer

Yes! It works for any public YouTube video, including your own. It's a great way to get an objective view of how your audience feels about your content.

AI Comment Sentiment Analysis

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