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VibeCheck: Know Exactly How Your YouTube Audience Feels — Before It's Too Late

Introducing VibeCheck by Zuko Labs — the AI-powered audience sentiment analysis tool that decodes YouTube comments into actionable vibe scores, topic clusters, and mood shift timelines.

8 min readProduct LaunchAI Tools

What is VibeCheck?

VibeCheck is an AI-powered tool built by Zuko Labs that analyses YouTube comments at scale. It processes thousands of comments and delivers actionable insights: how your audience actually feels, what topics are generating the most engagement, and where sentiment shifts happen over time.

The Problem It Solves

YouTube creators and brands upload content, watch the view count go up, and have no idea whether their audience actually liked what they saw. The comments section is unstructured noise — thousands of reactions, questions, complaints, and praise, all mixed together with no way to extract a clear signal.

VibeCheck changes that. It reads every comment, classifies the sentiment, identifies recurring topics, and presents the results in a dashboard that tells you at a glance whether your audience is enthusiastic, confused, disappointed, or neutral — and why.

Key Features

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Vibe Score
A single 0–100 score representing overall audience sentiment for any video or channel.
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Topic Clusters
Automatically groups comments by topic — so you see what your audience is talking about, not just how they feel.
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Mood Shift Timeline
See how sentiment evolves across a video's lifespan as more comments arrive.
Real-time Analysis
Connect your YouTube channel and get live updates as new comments roll in.

Want VibeCheck for your channel?

We are onboarding early access partners. Reach out to discuss your use case.

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