From Evaluation to Training: The Flywheel Effect

Our two product lines are not independent offerings — they form a closed loop.

Benchmark evaluation surfaces the frontier of model failure. Post-training environments are engineered to address exactly those failures. Deployed models return to the benchmark, revealing new capability gaps, which feed the next generation of environment design.

Each cycle makes both products more precise, more differentiated, and harder to replicate.

This flywheel is the structural moat. It cannot be built from the outside in — it requires the domain depth, systems infrastructure, and accumulated evaluation signal that only compound over time.