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Muthukumar Paramasivam

Software Engineer II

Articles by Muthukumar Paramasivam

LLM Observability with Elastic’s Azure AI Foundry Integration

Gain comprehensive visibility into your generative AI workloads on Azure AI Foundry. Monitor token usage, latency, and cost, while leveraging built-in content filters to ensure safe and compliant application behavior—all with out-of-the-box observability powered by Elastic.

Bahubali Shetti

Optimizing Spend and Content Moderation on Azure OpenAI with Elastic

We have added further capabilities to the Azure OpenAI GA package, which now offer content filter monitoring and enhancements to the billing insights!

LLM Observability for Google Cloud’s Vertex AI platform - understand performance, cost and reliability

Enhance LLM observability with Elastic's GCP Vertex AI Integration — gain actionable insights into model performance, resource efficiency, and operational reliability.

Ishleen Kaur

LLM Observability with Elastic: Azure OpenAI Part 2

We have added further capabilities to the Azure OpenAI GA package, which now offer prompt and response monitoring, PTU deployment performance tracking, and billing insights!

Muthukumar Paramasivam

Elastic SQL inputs: A generic solution for database metrics observability

This blog dives into the functionality of generic SQL and provides various use cases for advanced users to ingest custom metrics to Elastic for database observability. We also introduce the fetch from all database new capability released in 8.10.

Lalit Satapathy