Machine Learning Simulation

Predictor — Simulate Your Tournament

Use machine learning to simulate a chess tournament before it starts. Match-by-match, round-by-round predictions with animations and shareable results.

What Is the Predictor?

The Predictor is a tournament simulator that uses machine learning models to predict the outcome of every single game. Enter the player list with ratings, configure the tournament format and launch the simulation: the system generates a complete prediction, round by round, with an estimated final standings.

ML Machine Learning
Swiss + RR Two Formats
Share Shareable Results

How It Works

Step 1 — Configure the Tournament

Enter the players (manually or by importing from an existing tournament) with their ELO rating. Choose the format:

  • Swiss System: the simulator generates pairings round by round like in a real tournament
  • Round Robin: automatic Berger algorithm, rounds calculated based on the number of players

Set the number of rounds and launch the simulation.

Step 2 — Real-Time Simulation

The ML service analyzes each game and assigns a probability of win, draw or loss based on the ELO differential and statistical models. Results appear with a sequential animated reveal: each game is uncovered one at a time with a flip effect.

When a player rated 100+ ELO points lower wins, the game is flagged with an upset indicator (yellow lightning bolt) — because plot twists make chess exciting.

Step 3 — Share the Results

At the end of the simulation you can generate a shareable link. The results are saved and anyone who opens the link will see the complete simulation with all rounds and the final standings.

Perfect for sharing predictions with friends, teammates or on social media.

Key Features

Match-by-Match Prediction

The ML model calculates the probability of each result (white win, draw, black win) based on the rating differential. Not a simple ELO expected score calculation, but a model trained on real data.

Two Tournament Formats

Supports both Swiss System (with pairings generated round by round by the engine) and Round Robin (Berger algorithm, rounds calculated automatically). Choose the format that matches your real tournament.

Animations and Upsets

Each round reveals with smooth animations. Unlikely wins (100+ ELO difference) are highlighted with a yellow flash and a lightning bolt icon, making the simulation engaging to watch.

Save and Share

Every simulation is saved with a unique token. You can reopen it anytime or share the link. Your simulation history is always available in your dashboard.

Ready to Simulate Your Tournament?

Machine learning, animations and sharing. All free.

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