Trace and Search

See where your compute goes.
Find the fix that already worked.

Trace shows which kernels cost you the most time and money. Search brings back the proven fix, with the chip manual page that backs it. Both run inside the Compute Optimization Engine, from firmware to kernels, on any chip.

Trace

The kernel bill

Every kernel ranked by its share of compute time. You fix the top line first and see the gain in your own metric.

Sample kernel bill, decode workload
attention_fwd38%
gemm_bf1628%
moe_dispatch16%
kv_cache_copy10%
rmsnorm5%
NUMA map

Core pinning and memory placement per kernel, per chip.

BMC telemetry

OpenBMC and Redfish power and thermal data next to every run.

Fleet health

Health checks find chips that return wrong or slow results.

GB budget

Memory budgets per kernel, and a migration comparison before any chip move.

Search

Run and repair memory

An expert fix is paid for once and reused. Every answer cites the chip manual page.

01

Run and repair memory

Each proven fix is stored with the run that proved it. The next matching problem starts from the answer.

02

Cited chip manuals

Answers point to the exact manual page for NVIDIA, AMD, Intel, Google TPU, AWS Trainium, Qualcomm and Apple chips.

03

Release impact

When ROCm, CUDA, Neuron, PyTorch or a firmware release changes, Search shows which of your kernels it touches.

04

Shared early warnings

A problem found on one chip warns every customer on that chip before it reaches them.

Who uses it

One view for every seat

Executive

Cost and trend

Cost per accepted result, energy per result and the monthly value report.

Platform engineer

The kernel bill

Ranked kernels, interconnect topology, and the fix ready to merge.

Chip maker field team

Release impact

Which customer kernels a new driver or firmware touches, before rollout.

NVIDIAAMDIntelGoogle TPUAWS TrainiumQualcommAppleArmCUDAROCmTritonPyTorchJAXHIPPallasNKINVIDIAAMDIntelGoogle TPUAWS TrainiumQualcommAppleArmCUDAROCmTritonPyTorchJAXHIPPallasNKI

Know which kernel costs you most, on any chip.