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Ollama

Ollama

Monitor Ollama AI models end-to-end, including Llama, Mistral, Orca, and more.

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Dashboard overview for Ollama performance and reliability monitoring
  • Product information

Overview

Ollama is a platform that allows you to run and manage AI models locally on your own machines. It provides tools for deploying, interacting with, and fine-tuning various AI models, particularly those related to natural language processing.

By monitoring your Ollama models via Dynatrace, you can record prompt and completion, track errors, view performance metrics for your AI services, and more.

Use cases

Monitor service health and performance

  • Detect bottlenecks by tracking real-time metrics, including token counts, durations, error rates, and embedded vector counts.
  • Manage service costs with automated cost calculations for each request.
  • Stay on track with SLOs.

Monitor service quality and cost

  • Set up error budgets for performance and cost controls.
  • Monitor the cost forecast of your tokens.
  • Validate cost forecasts and response times per AI model.
  • Prevent quality degradation by validating models and usage patterns in real time.

End-to-end tracing and debugging

  • Achieve complete visibility of prompt flows, from initial request to final response, for faster root cause analysis.
  • Capture detailed debug data to troubleshoot issues in complex pipelines.
  • Streamline your workflows with granular tracing of LLM prompts, including response latency and model-level metrics.
  • Resolve issues quickly by pinpointing problem areas in prompts, tokens, or system integrations.
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