Introducing ESNODE: Power‑aware Observability for AI & Fiber Networks

ESNODE brings power‑aware observability to modern AI systems and fiber network infrastructure. Our goal is simple: help teams see, understand, and optimize compute and network usage with real‑time insight into efficiency, reliability, and cost.

Why Power‑Aware Observability

As AI workloads scale and networks carry increasingly heterogeneous traffic, traditional monitoring misses a critical dimension: energy and efficiency. ESNODE measures and correlates power, performance, and reliability signals so operators can:

• Pinpoint inefficiencies across model training and inference pipelines
• Optimize fiber routes and capacity planning with live utilization views
• Reduce total cost of ownership through efficiency‑focused insights
• Improve reliability with proactive anomaly detection

Products

ESNODE Core

• Unified telemetry across compute clusters and fiber networks
• Correlated power metrics with workload and traffic context
• Standards‑friendly ingestion and APIs for easy integration
• Role‑based access, alerts, and collaboration workflows

ESNODE Pulse

• Real‑time efficiency dashboards for AI training and inference
• GPU utilization, power draw, thermal and reliability signals
• Optimization recommendations to reduce cost and improve throughput
• Drill‑downs by node, job, and model stage

ESNODE FiberTrace

• Optical diagnostics and fault localization for fiber routes
• Live capacity mapping and route optimization models
• Early detection of degradation events with contextual correlation
• Planning tools for DWDM/FTTH upgrades and maintenance windows

Example Telemetry Payload

{
  "nodeId": "ai-cluster-07",
  "metrics": {
    "powerWatts": 2150,
    "gpuUtilization": 0.82,
    "netThroughputGbps": 92.4
  },
  "timestamp": "2025-12-06T12:00:00Z"
}

Roadmap

• Expanded integrations for common AI orchestration platforms
• Deeper fiber diagnostics and route optimization models
• Cost modeling and forecasting tools
• Team workspaces with alerting and runbooks

Stay Connected

We will publish product updates, deep dives, and tutorials here. If you’d like early access or to partner with us, reach out and follow along.