For AI/ML Labs
Catch the failures your dashboards miss.
Factryze runs autonomous agents inside your training and inference clusters. Deploys in your VPC alongside DCGM, Prometheus, and Grafana; telemetry stays in your network.
See the GPU GlossaryWhere AI/ML labs lose time today
Silent training degradation
A PCIe lane downtrains or a thermal throttle on one rank degrades an all-reduce. The job keeps running. The next checkpoint is 18% slower and nobody knows why for two days.
Faults that look fine until they aren't
Your existing tooling logs Xid 79, Xid 48, NCCL ring timeouts. Nobody on the team has time to triage the noise from the signal until a job actually crashes.
On-call burnout from cross-layer faults
Hardware, driver, fabric, scheduler, training framework. Failures cross all five layers. The on-call engineer with the right context is asleep in a different timezone.
What changes when an agent is watching
Where Factryze sits in your stack
Factryze reads from DCGM, NCCL, PCIe state, and scheduler events. Diagnoses the actual cause across all five layers. Recommends the fix; executes once approved.
Continuous failure detection
Every GPU, fabric link, and driver state read every few seconds. Existing DCGM, Prometheus, and Grafana stay in place.
Cross-layer root-cause
Correlates GPU thermals, PCIe link state, NCCL traces, and scheduler events. Identifies the actual cause, not the alert that fired loudest.
Recommend, then remediate
Human-in-the-loop by default. Approve once or set autopilot for known-safe runbooks.
Why not just an existing tool?
Detect Xid 79 / NCCL timeouts in seconds
Cross-layer correlation (GPU + NCCL + PCIe + scheduler)
Recommend the actual remediation step
Execute the runbook (drain, swap, ticket)
Deploys in your VPC with telemetry on-network
Not ready for a call?
Currently piloting on NVIDIA H100 and A100 training clusters · per-GPU pricing
Want to stop losing checkpoints?
30 minutes with the founders. Bring your worst recent incident. We'll diagnose live and tell you whether we can help. No pitch until we've earned it.