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Focused evals — explicit outcome scoring

Evals that meet
the real world.

We maintain two purpose-built evaluations whose scoring systems are tied directly to the job: ROASBench measures growth-operator outcomes across a 12-month simulation, while BulletBench measures decision quality under a real clock.

Why this format

Usefulness is easier to see in a world than in a demo.

Real tradeoffs

The model has to balance budget, quality, timing, retention, and long-term outcomes instead of only producing polished text.

Persistent memory

Past choices carry forward, so impulsive decisions, weak targeting, and repetitive copy have visible downstream consequences.

Measurable outcomes

We can compare models on score, revenue, ROI, repeat rate, and the shape of their decision-making, not just whether the answer sounded good.