Model evaluation & benchmarking
Head-to-head measurement of latency, thermals and cost on your target hardware.
p95 / p99 latency · memory bandwidth · cost per task
Before you commit to an architecture, we measure it. Candidate models run head-to-head on your real accelerators, air-gapped servers and APIs, scored on the workloads that matter to you.
What you get
- Benchmark report across candidate models and hardware
- p95/p99 latency, thermal draw and memory saturation profiles
- Cost-per-task and total-cost-of-ownership model
- A clear recommendation with the evidence attached
How it works
- 01 · Define the workload and acceptance criteria
- 02 · Assemble candidate models and hardware targets
- 03 · Measure on physical silicon, not spec sheets
- 04 · Report with a reproducible methodology
Good fit if
- You are choosing between build, buy or API
- Vendor benchmarks do not match your workload
- A wrong hardware decision is expensive
Deploy custom AI on your terms.
Tell us about your target silicon, data residency constraints, or latency requirements. Rochon engineers will provide a clear evaluation of what is viable, with power and latency models and deployment blueprints.