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Utilyze – an open source GPU monitoring tool more accurate than nvtop

  • Hacker News

The standard GPU utilization metric reported by nvidia-smi, nvtop, Weights & Biases, Amazon CloudWatch, Google Cloud Monitoring, and Azure Monitor is highly misleading. It reports the fraction of time that any kernel is running on the GPU, which means a GPU can report 100% uti...

  • Published: Apr 27, 2026
  • First seen: Apr 27, 2026
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AI Summary

The standard GPU utilization metric reported by nvidia-smi, nvtop, Weights & Biases, Amazon CloudWatch, Google Cloud Monitoring, and Azure Monitor is highly misleading. It reports the fraction of time that any kernel is running on the GPU, which means a GPU can report 100% uti...

Best for

Teams evaluating AI product workflows / Builders comparing emerging tools / Operators tracking early category shifts

Why it matters

Primary discovery source is Hacker News.

Key Features

  • Primary public product URL is https://www.systalyze.com/utilyze.
  • Description: The standard GPU utilization metric reported by nvidia-smi, nvtop, Weights & Biases, Amazon CloudWatch, Google Cloud Monitoring, and Azure Monitor is highly misleading. It reports the fraction of time that any kernel....
  • Listed on Hacker News as "Utilyze – an open source GPU monitoring tool more accurate than nvtop".
  • Source description: The standard GPU utilization metric reported by nvidia-smi, nvtop, Weights & Biases, Amazon CloudWatch, Google Cloud Monitoring, and Azure Monitor is highly misleading. It reports the fraction of time that any kernel....
  • Source publish date is 2026-04-27.

Use Cases

  • Primary discovery source is Hacker News.
  • Hacker News mention is recent (2026-04-27).
  • Primary public product URL is https://www.systalyze.com/utilyze.
  • Description: The standard GPU utilization metric reported by nvidia-smi, nvtop, Weights & Biases, Amazon CloudWatch, Google Cloud Monitoring, and Azure Monitor is highly misleading. It reports the fraction of time that any kernel....
  • Listed on Hacker News as "Utilyze – an open source GPU monitoring tool more accurate than nvtop".

Why Now

Utilyze – an open source GPU monitoring tool more accurate than nvtop is appearing on fresh discovery surfaces, so it is worth reviewing while momentum is still forming. Confidence is currently low (41/100), so treat this as an early signal rather than a settled trend.

Community Signals

Trend score

46.3

24h momentum

Rising

Hacker News points

42

Rising

Facts / Signals / Inference / Unknowns

Facts

  • Listed on Hacker News as "Utilyze – an open source GPU monitoring tool more accurate than nvtop".
  • Source description: The standard GPU utilization metric reported by nvidia-smi, nvtop, Weights & Biases, Amazon CloudWatch, Google Cloud Monitoring, and Azure Monitor is highly misleading. It reports the fraction of time that any kernel....
  • Source publish date is 2026-04-27.
  • Description: The standard GPU utilization metric reported by nvidia-smi, nvtop, Weights & Biases, Amazon CloudWatch, Google Cloud Monitoring, and Azure Monitor is highly misleading. It reports the fraction of time that any kernel....
  • Primary public product URL is https://www.systalyze.com/utilyze.

Signals

  • Hacker News mention is recent (2026-04-27).
  • Primary discovery source is Hacker News.

Inference

Trust data is still pending

The evidence pipeline has not produced enough structured trust blocks for this product yet.

Unknowns

  • Documentation is not explicitly linked in the current allowed evidence set.
  • No tagline is stored on the current product record.
  • Pricing details are not explicitly linked in the current allowed evidence set.
  • Recent changelog or release history is not explicitly linked in the current allowed evidence set.

Evidence Snapshots

Utilyze – an open source GPU monitoring tool more accurate than nvtop

Listed on Hacker News as "Utilyze – an open source GPU monitoring tool more accurate than nvtop".

Utilyze – an open source GPU monitoring tool more accurate than nvtop official profile

Primary public product URL is https://www.systalyze.com/utilyze.

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Original Sources

Hacker News