Know how your next video could perform before you publish.

Clario analyzes your title, thumbnail, topic and audience against historical YouTube data, so you can make better decisions and publish with confidence.

Benchmarked against real historical YouTube data

12:04Example forecast

I tried investing $1,000 for 30 days

Finance · 12 min · 48k subscribers

Performance potential

0/ 100

  • Title

    83

  • Audience

    87

  • Thumbnail

    71

How it works

Creators often publish without knowing whether the topic, packaging and audience fit are strong relative to comparable videos. Clario lets you check an idea before you spend hours producing it.

  1. 1

    Describe your video

    Enter the title, channel size, category and length. Add a thumbnail or script for a sharper read.

  2. 2

    Get a scored forecast

    Your plan is compared with similar historical videos and scored out of 100 across eight factors, each with its reasoning.

  3. 3

    Improve before publishing

    See which changes would raise the score, switch them on and off, and check the projected result.

Read the methodology

An example forecast

Illustrative values, laid out the way results appear in the app.

Performance potential

0/ 100Strong potential

Example analysis

Performance breakdown

Category fit91
Audience fit87
Title83
Thumbnail71
Engagement potential86

Why this video could perform

  • Strong topic-market fit

    Investment challenges have historically performed well among comparable finance channels.

  • Your title is strong

    The 30-day challenge creates a clear curiosity gap and sets expectations.

  • Thumbnail is the main weakness

    Comparable high-performing videos tend to use stronger visual contrast and clearer focus.

Compared with similar historical videos

Built on historical YouTube performance data

Every score is traceable. Your video is compared with historical videos of comparable audience scale, category, format and packaging, and each factor shows the reasoning behind it.

  • Real historical videos

    Benchmark videos with views, subscribers, engagement, length and format.

  • Similarity matching

    Weighted across subscriber scale, category, creator type, length and title shape.

  • Transparent scoring

    Each factor is scored out of 100 and comes with its own explanation.

  • Honest confidence

    Low-evidence forecasts are labelled instead of dressed up as certainty.

Performance forecasts are estimates based on historical patterns and are not guarantees of future views.

Test your next video before you publish.

Analyze your video