Every engagement follows the same predictable path. We agree on scope before we touch anything, the audit is fixed-price and paid, and you only commit to optimization work once you've seen the numbers and a firm quote. You always know what you're paying for and what you'll get back.
We start with a conversation. You tell us the model(s), the hardware target, and the metric that's actually hurting — latency, throughput, cost per request, VRAM headroom. We define what "better" means in numbers, sign an NDA, and agree on the exact scope of the audit. No charge, no obligation.
We capture a reproducible baseline, then profile your pipeline end-to-end on your hardware or ours. Using Nsight Systems, Nsight Compute, runtime telemetry and workload-specific load tests, we measure where time and hardware budget actually go — prefill vs decode, TTFT and inter-token latency, p50/p95/p99, KV-cache pressure, memory bandwidth, batching and CPU/GPU offload. No guessing; everything is instrumented.
You receive a written report, not a slide deck: a benchmark matrix with reproducible test scripts, ranked bottlenecks with measured numbers, and the projected latency and cost improvement for each fix. Critically, it includes a firm fixed quote and timeline for the optimization work itself — so you decide with real data, not estimates.
If you choose to proceed, we execute the fixes against the agreed scope, price and timeline — runtime and quantization tuning, serving-layer and batching changes, kernel-level work, or fine-tuning where it's in scope. We validate with before/after benchmarks (TTFT, decode latency, throughput, VRAM, power, p95/p99) and check quality impact, then hand off a technical report, recommended configuration, reproducible scripts and a next-step roadmap.
It's senior engineering time spent measuring a real system — and the report is useful on its own. Even if you never hire us for the optimization, your team walks away knowing exactly where the performance and cost are leaking, and what each fix is worth.
Start with a scope call. We'll tell you whether an audit makes sense — and if it doesn't, we'll say so.
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