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Preyt Platform
Machine Learning / AI
2025

Preyt Platform

01.INTRO

An intelligent ML forecasting system that predicts the potential reach, audience growth, and performance metrics of a YouTube video before its launch.

The Challenge

Designing a predictive model that parses multiple video attributes (such as thumbnail style, title metadata, and tags) and returns performance simulations in real time.

The Solution

Engineered an advanced predictive pipeline using custom ML regression models trained on YouTube API data metrics, wrapped in a responsive client panel.

Business Impact

"Provides creators with real-time predictions on video traction and growth potential, boosting pre-launch optimization efficiency."

02.ENGINEERING

System Architecture

Python
FastAPI
React
TypeScript
Scikit-Learn
Founder's Word
"

Preyt takes the guesswork out of publishing. We built it to let creators optimize their content strategy through machine learning before hitting upload.

Aryan Bisht
Co-Founder, Integral Labs
Production Previews

Production Previews.

Preyt Platform screenshot 1
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