Goodput runs a lightweight agent on each GPU node, measures real hardware capability — clocks, ECC, InfiniBand, Xid faults — and turns it into availability weights and SLA claim packs.
Every monitoring tool says the node was up. Goodput asks whether the hardware could actually run at spec — and when it couldn't, whether you could have fixed it yourself. IB switch flaps, Xid 79 drop-offs, and thermal throttling count. Bad training code does not.
No changes to workloads. No SSH from outside. Data in ~60 seconds.
One binary per node. Reads NVML, InfiniBand sysfs, kernel Xid events.
$ curl -fsSL …/install-linux.sh | bash
Batches land in ingest, get classified into weights, roll up hourly. Crash-safe outbox.
weight 0.0–1.0 · hourly timelines
Fleet weights, node drill-down, timestamped SLA report mapped to provider tiers.
Export PDF → send to provider
One cycle — install, fleet view, fault capture, proof.
Built for security reviews. The agent never reads process names, command lines, env vars, filenames, container images, model identifiers, or memory contents.
What leaves the node: GPU UUIDs, clocks, throttle reasons, ECC counts, IB port counters, attributed Xid codes — not raw dmesg lines.
We host ingest, database, and dashboard. Join the waitlist. When your spot opens, we email your install command and dashboard link.
Waitlist only: example commands below are placeholders until you are onboarded.
Tell us your email and fleet size. We onboard in batches and email you when your spot opens.
After onboarding, run the command we send on each Linux GPU server. Example shape only:
Fleet weights, node detail, and SLA reports. Data usually appears within about 60 seconds of the first upload.
Generate timestamped SLA claim packs mapped to provider tiers and send them with your invoice dispute.
Join the waitlist, install one binary per node, and walk into your next provider conversation with timestamps.