Predict your YouTube views before you publish
An ensemble machine learning model — Random Forest + XGBoost — trained on historical video data to help creators make smarter content decisions.
Stop guessing. Start planning with data.
Every video takes hours to script, shoot and edit. Our predictor gives you an estimate of how it may perform — so you can compare ideas, tweak details and invest your time where it counts.
Compare content ideas
Test different categories, lengths and publish times side by side.
Pitch brands with confidence
Share expected reach when negotiating sponsored videos.
Instant results
Enter your video details and get a prediction in seconds.
From raw data to a prediction
An ensemble approach combines two strong models for more stable, reliable estimates.
Data collection
Historical YouTube video data and metadata
Feature engineering
Cleaning, encoding and building predictive features
Random Forest
Many decision trees averaged to reduce variance
XGBoost
Gradient-boosted trees that correct each other’s errors
Ensemble prediction
Combined output for a final views estimate
Two models, one smarter answer
Random Forest
Builds many decision trees on random subsets of the data and averages them — robust against noise and overfitting.
XGBoost
Trains trees sequentially, each one fixing the mistakes of the last — known for high accuracy on tabular data.
Ensemble learning
Combining both balances their strengths, giving more consistent predictions than either model alone.
What influences views?
Illustrative example of the kinds of signals the model learns from.
Built for creators and the brands that work with them
YouTubers
Plan your upload calendar around the ideas most likely to perform.
Brands & agencies
Estimate campaign reach before committing budget to a sponsored video.
Creator managers
Benchmark multiple creators and make data-backed recommendations.
Questions about the predictor
Is the AI predictor free to use?
Yes — you can try the live predictor for free, no sign-up required.
How accurate are the predictions?
Predictions are estimates based on patterns in historical data. They’re best used to compare ideas and plan content, not as guaranteed numbers. We continuously work on improving model accuracy.
Why does the app take a few seconds to load?
The predictor is hosted on a cloud platform that may “sleep” when idle. The first load can take a little longer while the server wakes up.
Can I get the predictor on my own website?
Yes — AI content insights can be included with our Creator Pro and Brand plans. Contact us to learn more.
Try the AI predictor now
Enter your next video’s details and see its estimated views in seconds.