The More It Says, the More You Pay: A Black-Box Audit of Provider-Side Token Inflation in LLM Services

Leilei Chen, Lan Zhang, Chen Tang +5

In pay-per-token LLM services, the more a model says, the more users pay. Dishonest providers can covertly manipulate generation to inflate output tokens while largely preserving t…