ANALYSIS

Simulator vs Optimizer

Why tournament players need more than a median projection.

Optimizers Solve Lineups. Simulators Model Tournaments.

Traditional DFS optimizers rank lineups by median projection under user-defined constraints. They maximize expected score.

Eat The Chalk simulates tournament outcomes under real contest structure, modeling duplication, ownership leverage, and payout curves.

FeatureTraditional OptimizersEat The Chalk

Logic EngineHeuristic-Based: Uses rules of thumb and randomness.Simulation-Based: 50,000 real-world game scenarios per slate.

Solve SpeedSlow: 1–3 minutes to crunch a 150-max set.Sub-Second: Vectorized scoring in <100ms.

SelectionIndividual ROI: Picks highest scorers, ignoring overlap.Portfolio Correlation: Selects best set for unique coverage.

CorrelationArtificial Stacks: Forced rules ignoring game flow.Cholesky Matrices: Modeled player synergy at play level.

InsightManual: You hunt for leverage yourself.Slate IQ: Automated strategic blueprint on slate load.

Late SwapClunky: Hard to re-crunch in time.Instant: Re-score entire portfolio in seconds.

SolverGreedy Heuristics: Approximates best lineup.OR-Tools CP-SAT: Exact mathematical solver.

The field is slow. You don't have to be.

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