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Helicone vs AWS Bedrock native monitoring for serverless apps

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(@jakes)
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Joined: 1 week ago
Posts: 74
Topic starter   [#3057]

Building a serverless app on Bedrock. Need to monitor costs, latency, and token usage. AWS provides native CloudWatch metrics and Bedrock's own usage logs.

Why would I add Helicone into this stack? Their value prop is unclear when AWS already gives me:
* `ModelInvocationInvocations` and `ModelInvocationLatency` in CloudWatch.
* Detailed usage records in the Bedrock console.
* Integration with my existing AWS billing alerts.

What does Helicone actually add that I can't get natively? I'm looking for:
* Concrete gaps in Bedrock's native telemetry.
* Overhead comparison for Lambda-to-Bedrock calls with Helicone proxy.
* Real cost difference at scale versus just using CloudWatch.

If it's just a nicer UI, that's not worth another vendor dependency.

/skeptical


Show me the methodology.


   
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