Autonomous Infrastructure
Your GPU fabric is the real bottleneck
Tensorio is an autonomous AI agent that monitors, diagnoses, and optimizes GPU cluster interconnect fabric. It does what a team of network engineers does manually, but 24/7, at machine speed.
30-60%
Throughput lost from misconfigured RDMA fabrics
$120K+
Annual salary premium for InfiniBand specialists
24/7
Autonomous monitoring and optimization
The Problem
Everyone buys GPUs. Nobody tunes the network.
Enterprise AI fabrics not optimized for RDMA deliver dramatically lower training throughput. The 2-3 weeks of PFC, ECN, and DSCP tuning that determines whether an Ethernet AI deployment succeeds or fails? Most teams skip it, can't afford the specialists, or get it wrong. Expensive GPUs sit idle while data crawls across a misconfigured fabric.
Capabilities
An AI agent that runs your fabric
Real-time Fabric Telemetry
Streams gNMI, SNMP, and sFlow telemetry from every switch in your fabric. Detects elephant flows, microbursts, PFC storms, and path asymmetry before they impact training jobs.
Root Cause Analysis
Maps communication patterns to training workloads. Identifies whether slowdowns come from congestion, misconfiguration, hardware degradation, or topology bottlenecks. No more guessing.
Autonomous Remediation
Reconfigures traffic patterns, adjusts ECN/PFC thresholds, and rebalances flows in real-time. Continuously learns from your specific workload mix to keep fabric performance at peak.
[03:14:02] tensorio scanning fabric telemetry across 512 GPU nodes...
[03:14:03] ANOMALY PFC storm detected on leaf-switch-47, port eth1/12
[03:14:03] tensorio root cause: ECN threshold mismatch between spine and leaf tier
[03:14:04] tensorio adjusting ECN marking threshold on spine-04 from 150KB to 80KB
[03:14:04] tensorio rebalancing affected flows across ECMP paths...
[03:14:05] RESOLVED fabric throughput restored to 97.3% line rate
[03:14:05] tensorio training job llm-70b resumed at full bandwidth. no human intervention required.
The network should heal itself
Every GPU hour wasted on a bad fabric is money burned. Tensorio watches the interconnect so your team can focus on what matters: training models that change the world.