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How to Analyze TikTok Comments with Capalyze: A Complete Tutorial

Introduction

Understanding public sentiment on social media is a powerful asset for marketers, creators, and brands. TikTok, in particular, offers rich engagement data in the form of video comments—but manually analyzing these comments is time-consuming and inefficient.

Capalyze simplifies the entire process with an intelligent, natural language-driven platform that can extract and analyze TikTok comments automatically. In this step-by-step guide, you’ll learn how to use Capalyze to collect and analyze comments from any TikTok video, uncover audience sentiment, and generate meaningful insights in minutes.

Step 1: Open Capalyze and Start a New Session

Navigate to https://capalyze.ai and click Start Analysis. Capalyze uses a chat-style interface where you can describe your data needs.

Capalyze chat

Step 2: Enter the TikTok Comment Analysis Request

In the chat box, type:

Collect comments https://www.tiktok.com/@maviimarketing/video/7503565286616943879 Sentiment Analysis

Then click Send.

Capalyze will understand your intent to extract user comments from a TikTok video and analyze the overall sentiment behind them.

Step 3: Install the Chrome Extension

For Capalyze to extract data directly from TikTok, you’ll need to install its browser extension. The platform will automatically prompt you—click Go Install to be redirected to the Chrome Web Store.

Follow the standard installation process. The extension only needs to be installed once and enables Capalyze to access structured data on any supported webpage.

Capalyze go install

Step 4: Automatic Pre-Scan of TikTok Comments

Once the extension is installed, Capalyze begins a pre-scan of the video page. It quickly identifies the data points available for extraction—such as user comments, timestamps, usernames, and likes.

No need to configure selectors or write scripts — it’s all handled automatically.

Step 5: Review Preview and Start Extraction

After pre-scanning, Capalyze will display a short preview of the collected comments in the chat. Once you’ve reviewed the sample, click Start Extraction, then Confirm to proceed.

Capalyze begins full extraction and displays a real-time progress indicator.

Capalyze start extraction

Step 6: Monitor Real-Time Extraction

Watch as Capalyze processes and collects hundreds of TikTok comments live from the video page. This ensures transparency and gives you confidence in the completeness of the data being gathered.

Step 7: Sentiment Analysis and AI-Powered Insights

As soon as extraction completes, Capalyze shifts gears to automated analysis. It classifies each comment by sentiment (positive, neutral, or negative) and synthesizes the text to uncover common patterns, themes, and emotional tone.

This AI-driven analysis saves hours of manual reading and categorization.

Capalyze sentiment

Step 8: View Key Findings, Insights, and Recommendations

Capalyze presents its findings in three key sections:

  • Key Findings – High-level summaries and sentiment ratios

  • Detailed Analysis – Comment breakdowns, frequently used terms, audience emotion

  • Conclusions & Recommendations – Actionable takeaways based on comment trends

This insight is especially useful for content creators, marketers, and brand managers looking to optimize messaging or measure audience reaction.

Step 9: Explore Sentiment Charts and Download Data

Capalyze automatically generates visual charts that show sentiment distribution across the dataset. You’ll see how many comments are negative, positive, or neutral—and can download this data for reporting.

Raw data is also available in structured tables, exportable to Excel for further analysis or integration into dashboards.

Capalyze tables

Conclusion

Capalyze turns TikTok comment analysis from a tedious manual task into a fully automated, AI-driven workflow. By using natural language commands and browser automation, it bridges the gap between raw social data and meaningful insights.

If you’re looking to track campaign performance, understand your audience, or monitor brand sentiment, Capalyze makes it simple.

Start analyzing TikTok comments today at https://capalyze.ai and experience intelligent social listening with zero code.

Additional Resources

Discover the power of data-driven decisions, starting with your next TikTok analysis.

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