Home icon

Deepgram deepens Amazon SageMaker AI observability with Enhanced Metrics

Machine Learning Blog



This article announces Deepgram's Enhanced Metrics and Prometheus/OpenTelemetry support for Amazon SageMaker AI deployments, providing deeper observability into speech AI workloads.

  • Deepgram Enhanced Metrics publish billing and usage data directly to CloudWatch with no agent or sidecar required
  • Reconcile AWS Marketplace bills against actual traffic down to model and transport layer
  • Track feature usage including diarization, smart formatting, redaction, and keyterm prompting
  • Prometheus and OpenTelemetry metrics expose per-GPU utilization and engine capacity estimates
  • Detailed observability enabled by default on new endpoints, queryable with PromQL from CloudWatch or Grafana
  • All metrics work under AWS Marketplace network isolation constraints

These capabilities close observability gaps in self-hosted speech AI, enabling cost management and capacity planning without external telemetry collection.



Go to article

The AWS News Feed is currently looking for gold sponsors. If you want to support the AWS community and reach a large audience of AWS professionals, consider sponsoring the AWS News Feed.

Related articles

Jul 27
2026
Deepgram enhances Amazon SageMaker AI support with AWS IAM Temporary Delegation
Jun 18
2026
Amazon SageMaker AI Announces New observability capability For Inference Endpoints
Mar 19
2026
Enhanced metrics for Amazon SageMaker AI endpoints: deeper visibility for better performance
Sep 22
2026
Introducing Amazon CloudWatch Omni: AI-powered observability for generative AI and agentic workloads

The AWS News Feed is currently looking for silver sponsors. If you want to support the AWS community and reach a large audience of AWS professionals, consider sponsoring the AWS News Feed.