Frozen, reusable, versioned

Workloads

A workload defines the prompt, frozen sources, output schema, acceptance criteria, and validation rules — once. Every fight runs against a workload. No fight may silently redefine it.

pricing-intelligence-research-001 · v1.0.0

Pricing Intelligence Research

Given frozen pricing sources for three AI providers and a fixed monthly workload volume, calculate the true monthly cost of every plan, select the cheapest plan, and compute the landed cost per accepted result — with every claim cited to a frozen source.

3 frozen sources 13 deterministic rules score ≥ 85