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Home/Blog/AWS Bedrock Token Cost Tracking with CloudWatch and macOS

May 29, 2026 · 7 min read

AWS Bedrock Token Cost Tracking with CloudWatch and macOS

AWS Bedrock token cost tracking gets complicated quickly because usage can span models, AWS Regions, accounts, and application environments. The right setup combines AWS-native logs and dashboards with a lightweight way to keep usage visible during development.

How AWS Bedrock Token Tracking Works

Amazon Bedrock model invocation logging can publish invocation logs to Amazon CloudWatch Logs, Amazon S3, or both. AWS documents fields for model ID, operation, input token count, and output token count. This makes invocation logging useful for cost analysis by model and workload.

Read the Amazon Bedrock invocation logging guide.

Use CloudWatch for Bedrock Cost Visibility

AWS also documents CloudWatch generative AI observability views for invocation counts, token usage, and errors. For deeper request-level visibility, enable Bedrock invocation logging and send logs to CloudWatch.

See the CloudWatch model invocations documentation.

Bedrock Cost Tracking Checklist

  • Tag requests with environment, team, or application metadata where appropriate.
  • Separate input and output tokens because models price them differently.
  • Group spend by model ID and Region.
  • Review whether invocation logging could capture sensitive request or response content before enabling it.

Track it without opening another dashboard.

AIUsageBar complements AWS-native observability with a quick Mac menu bar view for your day-to-day Bedrock usage pace. Download AIUsageBar to keep usage, limits, and spend visible from your Mac menu bar.

Do You Still Need AWS Dashboards?

Yes. CloudWatch and AWS billing remain the source of truth. A menu bar tracker is the fast operational layer for developers who want to spot changing usage while they work. See the AWS Bedrock usage tracker for Mac.

Track your limits automatically.

AIUsageBar shows live usage for every AI tool from your Mac menu bar.