Benchmarks
FinOps LLM benchmarking starts with cost per successful task, not raw token price. Model choice, cache hit rate, latency, retry behavior, and quality thresholds all change the real unit economics.
- Normalize provider invoices into comparable token buckets.
- Measure quality before and after routing or cache changes.
- Separate synchronous user paths from batchable offline work.