AI-assisted YouTube comment analysis

Your comments are full of data. Download them here, then upload the file to ChatGPT to get sentiment summaries and key themes without reading every comment by hand.

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Turn raw comments into a summary

Before

Reading thousands of comments by hand
Subjective takeaways and missed patterns
Separate tools and exports just to analyze
Slow workflows that delay decisions

After

Use ChatGPT to summarize sentiment and themes quickly
Consistent, comparable insights across datasets
No custom setup - upload your file and use prompts
Decide faster with clear, high-signal summaries

Find patterns with ChatGPT

Sentiment analysis with ChatGPT

Upload your CSV, JSON, or TXT export to ChatGPT to label comments as positive, negative, or neutral and get high-level summaries across threads.

Theme and topic discovery

Use our prompt recipes to identify recurring themes, pull quotes, and surface pain points or feature requests without reading every comment.

Data-driven decisions

Turn unstructured feedback into clear direction. Combine exports with AI summaries to prioritize content ideas and measure audience response over time.

Works with your exports

Our files are AI-ready. Download with complete context, then analyze in external tools like ChatGPT without extra setup.

How it works

Download comments

Use our downloader to export comments to CSV, JSON, or TXT with full context: usernames, replies, likes, and relative times.

Pro tip

Public content works best. Keep files under common upload limits by splitting very large datasets.

Open ChatGPT

Open the YouTube Comments Analyzer GPT on ChatGPT and upload your export. No custom setup needed.

Access

Works with free ChatGPT accounts. GPTs access is available to everyone.

Apply prompt recipes

Use our prompts to get sentiment summaries, theme groupings, and highlights. Save or copy results for reporting.

Templates

Find ready-to-use prompts on our blog.

Perfect for these use cases

Content creators

Analyze audience feedback patterns to optimize your content strategy and improve engagement.

Track audience sentiment across video series
Identify trending topics in your community
Spot negative feedback patterns early
Find content ideas from audience requests

Digital marketers

Monitor brand sentiment and campaign performance through authentic audience reactions.

Analyze competitor audience reactions
Monitor brand mention sentiment
Track campaign performance feedback
Identify influencer audience alignment

Researchers & analysts

Study public opinion and social media discourse patterns with quantitative data.

Study public opinion on trending topics
Analyze social media discourse patterns
Track sentiment changes over time
Generate datasets for academic research

Frequently asked questions

How accurate is AI sentiment analysis?

Accuracy depends on the external model you use, for example: ChatGPT. Results are strongest in English. Review important findings before acting.

What kinds of themes can AI detect?

Models like ChatGPT can group topics, extract quotes, and highlight patterns such as requests, complaints, or praise. Prompt recipes make this faster and more consistent.

Does AI work in every language?

Performance varies by language. English works best today. You can still upload other languages, but expect lower confidence and verify results.

Does AI analysis cost extra credits?

No. Credits are only used to download comments. AI runs in external tools like ChatGPT and may require a separate subscription.

Can I analyze past downloads with AI?

Yes. Upload any previous CSV, JSON, or TXT export to ChatGPT and apply the same prompts to get consistent summaries across datasets.

Why this matters and what you get?

The challenge

Every day, millions of conversations happen in YouTube comment sections. For creators, marketers, and researchers, these comments represent a goldmine of raw, unfiltered feedback. But manually reading through hundreds or thousands of comments is not just time-consuming, it's impossible to do systematically while maintaining objectivity.

Traditional comment analysis tools fall short. They either provide basic metrics without context, or require you to export data to external platforms where you lose the YouTube-specific context that makes comment analysis valuable.

The solution

Our AI-powered comment analyzer takes the heavy lifting out of reading comments. Instead of going through each one, the model reviews the full set and highlights patterns, sentiment trends, and common themes.

The result is a quick overview that helps you understand what your audience is saying and how they feel, so you can make decisions with more context.

Open the ChatGPT analyzer

Upload your export and use our prompt recipes to get sentiment and themes.

Open on ChatGPT