We're in closed beta with design partners across frontier LLM labs, GPU clouds, and life-sciences AI teams. More public case studies ship each month. Reference customers are available under NDA. Ask for an introduction.
Denpex is built for teams running distributed GPU training at scale. A slow diagnosis costs real GPU hours.
Training runs at 256–16,384 GPUs where a 4-hour MTTR on an NCCL timeout means $50,000+ in wasted compute. Denpex reduces that to 12 seconds.
Multi-tenant GPU infrastructure where hardware faults need to be isolated to specific nodes quickly to avoid cascading failures across customers.
Drug discovery and genomics teams running long training jobs where silent data corruption can invalidate weeks of experiment work if not caught early.
Internal ML infrastructure teams supporting hundreds of researchers who need reliable, fast failure diagnosis without building and maintaining their own tooling.
We can connect you with a design partner running Denpex in a comparable environment: same cluster size, same framework stack, same use case. All introductions are under NDA. Typical response within one business day.
Request an introduction