LLM Provider Benchmarking

Picking models by reputation alone risks overpaying or shipping lower accuracy. Providers price and perform differently on domain-specific tasks.

The client needed hard numbers on their own workloads before committing production traffic and budget.

We built an evaluation harness that ran candidate models against labeled production test sets, measuring accuracy, latency, and cost per document.

Results produced an explicit price-vs-accuracy matrix across hosted and self-hosted models.

Clear price-accuracy matrix grounded in production data.

Expensive frontier models reserved for high-stakes tasks; cheaper or self-hosted models handle the rest.