40%
40% Reduction in Idle GPU Time

Real-time visibility and optimization lowered GPU underutilization across environments.
Global FSI Customer

60
60% Faster Root-Cause Diagnosis

AIFO cut MTTR in half by tracing AI performance issues to infrastructure bottlenecks.
Healthcare Provider

15-
15% Lower Power Usage

Energy analytics revealed throttled GPUs, enabling targeted optimization and cost savings.
AI Lab – USA

Trace Every Interaction Across the AI Stack

  • Use OpenTelemetry to follow user requests through services, pods, and infrastructure.
  • Correlate latency or failure to the exact node, GPU, or storage backend involved.
  • Gain top-down visibility into every step of the inference workflow.
Traces

Monitor Inferencing Performance in Real Time

  • Track response times, throughput, and resource usage across LLMs and chatbots.
  • Identify slow or failing interactions before they affect user experience.
  • Alert on abnormal behaviors with infrastructure context built in.
AI Programs runningHost Overview

Correlate Agent Behavior with Infrastructure Activity

  • Understand how underlying infrastructure impacts agent performance.
  • Identify issues like storage spikes, GPU contention, or network congestion.
  • Move from symptom to root cause in just a few clicks.
Alert SLO breach

Optimize Pod Placement and Compute Allocation

  • See where AI agents are running and how they’re scheduled across your clusters.
  • Detect resource contention or poor placement that impacts inferencing speed.
  • Improve cost and performance by optimizing agent deployment strategies.
Agent Resource Utilization

Improve Service Reliability at Scale

  • Continuously monitor the health and uptime of production inferencing services.
  • Detect and resolve failures quickly—whether caused by code, config, or infrastructure.
  • Keep SLAs intact, even as AI demand increases.
Agentic AI Page ServiceReliablityAtScale