Why Computelab.co

The neutral engine for the entire compute environment.

The Compute Optimization Engine runs firmware, drivers, systems and code on any chip. HPC and high-frequency trading reviewers are built into the pipeline, and one grader scores every vendor.

Four reasons to trust the product

Enterprises buy the whole environment. The engine owns every layer.

01

Expert review built in

HPC reviewers sit inside the pipeline on every hard case.

02

Trading roots

Checks set by engineers who tuned bare metal for nanoseconds.

03

Independent

One grader and one acceptance bar for every chip.

04

Built for regulated partners

Building this engine for DARPA and other highly regulated partners, and working with regulators.

01 Expert review

HPC reviewers, inside the pipeline

A global bench of engineers with accumulated HPC experience, led by Laela, is a stage of every job.

  console  |  job krn-3305 review trail
stage              status
agent draft        DONE
real chip check    FAIL  shape 4096x7
expert review      DONE  HPC reviewer
real chip check    PASS
senior sign off    DONE
fix saved          kernel memory
proof pack         SIGNED
Coverage

Every layer of the stack

Reviewers cover firmware and board bring-up through drivers, interconnect, thermal, compilers and kernels.

Escalation

Hard cases routed automatically

The engine runs the routine work. A hard case moves to an expert reviewer, and the fix is reused for every customer on that chip.

Reach

Review around the clock

A global bench keeps jobs moving across time zones. US engineers review work for US customers.

Accountability

A named owner in the console

Every environment shows a named regression owner who watches it after delivery.

Firmware and BIOSBoard bring-upDrivers and runtimesOS and kernel tuningNetwork and interconnectPower and thermalCompilersKernelsHost systems code

02 Trading roots

Bare metal checks at nanosecond standards

Laela and several of the reviewers come from high-frequency trading.

On a trading desk, a few nanoseconds decide the trade. Those engineers set firmware, pinned cores, shaped memory traffic and cut jitter on the network path. The engine runs the same checks on your AI and HPC systems.

Latency

Tail latency, scheduling and data movement, measured at p95 and p99 as well as the average.

Precision

Numbers checked against an FP64 answer, so speed always comes with a correct result.

Reliability

1000 identical runs per kernel, so fast stays fast on every run.

03 Independent

One grader for every chip

Every chip faces the same rigorous deployment and diagnostic standards.

So every chip earns its win. The engine compares every vendor on the same test, with the same shapes, the same accuracy bar and the same signed proof. You get the chip and the setup that fit your workload best.

Same test

One bar for every chip

NVIDIA, AMD, Intel, Google TPU, AWS Trainium, Qualcomm, Apple and Arm all face the same acceptance contract.

Migration

A clear second-chip answer

Before a move, the console shows kernel speed, memory, sustained thermal runs and interconnect topology side by side.

Clearinghouse

Neutral evaluation

The Compute Clearinghouseâ„¢ issues a signed pass or fail, and sellers keep their methods private.

Proof

Results you can check

An Ed25519 signed proof pack with an offline verify script lets your team rerun the result.

04 Regulated partners

Built for regulated partners

Computelab.co is building this engine for DARPA and other highly regulated partners, and working with regulators.

Neutrality makes this possible. Public agencies, labs and regulated buyers need a measuring party with no stake in any one chip. The engine gives them measurements and proof they rely on.

Public agencies

Air gapped install

An air gapped mode that keeps data and proof packs on site.

Regulated buyers

Evidence for audits

Safety-standard evidence for MISRA, AUTOSAR and ISO, plus a confidential-compute release check.

Regulators

A fair measuring party

Computelab.co engages with regulators on how compute is measured and verified.

Side by side

Other optimizers vs Computelab.co

QuestionOther optimizerComputelab.co
Which chip it favorsMay focus on a narrower set of hardware.Any chip. Every vendor gets the same test.
ScopeOften one layer, such as kernels or a compiler.The entire environment, from firmware to kernels.
Hard casesA tool, with limited human help.HPC and high-frequency trading reviewers built into the pipeline.
ProofBenchmarks chosen by the vendor.A signed proof pack you verify offline.
Public sector fitA stake in one vendor's sales.Building this engine for DARPA and other highly regulated partners, and working with regulators.
After deliveryUpdates follow its product roadmap.Watch rechecks every driver and framework release, with a named owner.

Plans

Start free. Scale to the fleet.

Free

Free

The CLI on your own machine and your first check and first solution.

Start free
Team

Team

GitHub App, console, CI gate and Watch, with expert review on hard cases.

Connect your repo
Enterprise

Enterprise

Every layer from firmware up, self-hosted or air gapped, and the full Clearinghouse.

Start free

Run your hardest system through the engine. Any chip.

Your first check and first solution are free.