Use Cases
WareMax is a deterministic RMFS simulator and RL benchmark. Here is who uses it and the questions it answers.
Sizing an AMR fleet before you buy the robots
Sweep robot count against throughput and cycle-time tails on your topology, with multi-seed confidence intervals — before you buy an AMR fleet.
Operations engineers & researchersComparing dispatching policies with A/B tests
Compare nearest_robot, round_robin, auction, and learned policies on a seeded scenario with Welch's t-test — an honest answer to which policy helps.
RL researchersReproducible RL research on warehouse dispatching
A deterministic RL benchmark: byte-identical trajectories, a Gymnasium env, honest baselines, and multi-seed results you can actually replicate.
Robotics integratorsStress-testing dispatching logic across builds
Run seeded scenarios against every build of your dispatching logic. Determinism turns 'policy or noise?' into an answerable question for integrators.
3PL & consultancy modeling teams3PL and consultancy modeling studies
Find the regimes where dispatching has leverage. WareMax lets teams tune load, congestion, and replicas to show clients when a policy change is worth it.