Measure what your agents actually experience.
A single model call tells only part of the story. Compare the latency, throughput and cost of completing real tasks under the concurrency your team expects.
From first token to finished task.
First-token time
How soon the user sees a response begin.
Throughput
Tokens served per second while requests run concurrently.
End-to-end p95
How long a task takes to finish at the slower end of normal traffic.
Cost per task
Model and tool costs measured against completed work, not just tokens.
Bring the workload, then compare the options.
Use the same task set, model configuration, context lengths, concurrency and target region. Record the hardware and serving setup for every run.
Compare medians and tail latency alongside output quality. A faster response is not a win if it fails the task or breaks your operating constraints.
Previously displayed provider comparisons were not backed by reproducible run data in this site, so they are withheld pending verification.
Explore the engineering
Want to test your own workload?
Bring a representative task set and evaluation criteria. We'll discuss a comparison you can inspect.