95% utilisation doesn't mean 95% useful work. Megh reads every layer of the compute stack — from silicon to scheduler — and tells you exactly which job is on which GPU, whether it's doing real work, and what it costs. All on-premise. No SaaS. No cloud dependency.
Megh deploys inside your environment — on-premise or air-gapped — and connects to the tools you already run. No rip-and-replace. No data leaving your network.
From cluster health to compliance score to inference runtime — all visible, all governed, all on your hardware.
Ten capabilities. One agent. Deployed in your environment — not ours.
Your GPU monitoring stack gives you device-level aggregates. It cannot tie kernel-level evidence back to the job or the tenant. That gap is the whole problem.
Most stacks bolt one tool per band and call it coverage. The runtime and device ends are well-observed. The kernel — where causation actually lives — is a blind spot.
Three real workloads where the standard stack gives you a number. Megh gives you the reason.
One number. Ten frameworks. Live infrastructure evidence — not self-assessment checkboxes. Every gap ranked by cross-framework impact with a clear remediation path.
One reclaimed H100 pays for roughly 50 GPUs monitored. Per-GPU subscription, no per-node minimums on the metric that matters.
If you own the hardware, share GPUs across teams, and have ever wondered where the hours actually went — this is for you.
Megh Communications is an India-based infrastructure software company building the governance and observability layer for on-premise AI compute. We exist because the organisations that need this most — national labs, defence programs, research institutions, regulated enterprises — cannot use foreign-jurisdiction SaaS tools, and no one was building for them.
We are currently in beta with a small number of design partners. We move carefully, we say what we mean, and we build in public where we can.
nvidia-smi dmon -s u -d 1
Watch sm% and mem% simultaneously. If high sm% isn't producing the throughput you expect, your dashboards have been hiding where the money goes.