About Toolverse

Toolverse is a growing platform. We release tools one at a time, each built to solve a specific problem exceptionally well — no bloat, no compromises.

Our first tool is the F1 Fantasy — a suite of tools for Formula 1 Fantasy managers who want a competitive edge every race weekend:

• Apex Team — AI-powered optimizer that finds the highest expected fantasy points team within your $100M budget. Runs Monte Carlo simulations across all valid driver and constructor combinations.
• Budget Boost — Predicts driver and constructor price changes before each race weekend based on historical performance patterns, recent PPM (points-per-million) trends.
• Statistics — Full leaderboards and individual profiles for every driver and constructor, covering race results, fantasy points, price history, and season performance.

More tools are on the way. Each one will follow the same standard.

All fantasy points and price data is sourced from the official F1 Fantasy game. Race results and timing data are sourced from Formula 1's official records. Coverage starts from 2023, with every season added as it runs.

Data is updated after each Grand Prix weekend. Qualifying results, race outcomes, sprint events, and fastest laps are all captured and reflected in our scoring engine within hours of the race completing.

Our scoring engine replicates the official F1 Fantasy point system, including:

• Disqualification (DQ) logic — Drivers disqualified from race results are scored at their classified position but have qualifying points zeroed, matching the official F1 Fantasy game behavior.
• Sprint weekend adjustments — Sprint races and sprint qualifying score separately per the official weekend format rules.
• Fastest lap and overtake bonuses — All bonus points are captured from the official results.
• Constructor aggregation — Constructor points combine both drivers' scores as per the official rules.

PPM (points-per-million) is calculated as total fantasy points divided by current price. It is the primary metric for value assessment in budget-constrained team building.

The Apex Team evaluates all valid combinations of 5 drivers + 2 constructors within the $100M budget cap. Expected points are weighted using:

• Recent form (last 3 races weighted most heavily)
• Season consistency score (variance in points across races)
• Historical performance at the upcoming circuit (where applicable)
• Monte Carlo simulation with 10,000 scenarios to account for uncertainty in race outcomes

Price change predictions use a separate regression model trained on historical price movement patterns from the 2023 and 2024 seasons.