MIRAGE: A Benchmark for Enterprise World Models.

GROUNDED REASONING

Can the model reason from what is currently true of the world, rather than from stale training priors? Scenarios are anchored to dated, verifiable states.

CAUSAL COHERENCE

Do predicted effects follow defensible causal chains? Credit requires the mechanism, not just the outcome — chains are scored edge by edge.

HALLUCINATION RESISTANCE

Unanswerable queries must fail loudly. Confident answers to unidentifiable questions are penalized more than abstentions.