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https://issues.apache.org/jira/browse/CAMEL-23369?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=18076607#comment-18076607
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Federico Mariani commented on CAMEL-23369:
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it is AI, of course it is driven by hype!

> Add OpenTelemetry GenAI observability (traces and metrics) for AI components
> ----------------------------------------------------------------------------
>
>                 Key: CAMEL-23369
>                 URL: https://issues.apache.org/jira/browse/CAMEL-23369
>             Project: Camel
>          Issue Type: Improvement
>    Affects Versions: 4.20.0
>            Reporter: Federico Mariani
>            Priority: Major
>
> Currently none of the Camel AI components (camel-openai, 
> camel-langchain4j-chat, camel-langchain4j-embeddings, camel-spring-ai-chat, 
> camel-google-vertexai, camel-aws-bedrock, camel-ibm-watsonx-ai) are 
> instrumented by the _camel-telemetry_ tracing framework or the metrics 
> frameworks (camel-opentelemetry-metrics, camel-micrometer).
> Similarly, the existing EventNotifier-based metrics (exchange duration, 
> in-flight gauges) don't capture AI-specific data like token counts.           
>                                                                               
>        
>                   
> The https://opentelemetry.io/docs/specs/semconv/gen-ai/ define standard span 
> attributes (gen_ai.operation.name, gen_ai.provider.name, 
> gen_ai.request.model, gen_ai.usage.input_tokens, gen_ai.usage.output_tokens, 
> gen_ai.response.finish_reasons, etc.) and metrics (gen_ai.client.token.usage 
> histogram, gen_ai.client.operation.duration histogram) for LLM operations. 
> Camel AIs components already expose token counts and response metadata as 
> Camel message headers, but this data does not flow into distributed traces or 
> metrics.
> We might improve the current camel AI implementations, and expose all the 
> important metrics if not already exposed (for example, cache read and cache 
> write tokens)



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