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How to Reduce High Input Token Usage in AI Agent Evaluation (Oracle AI Agent Studio)?

edited Apr 28, 2026 9:17AM in AI for Fusion Applications 3 comments

I am currently testing an AI agent using the Evaluation and Monitoring tab in Oracle AI Agent Studio. During testing, I observed that the input tokens are significantly high compared to output tokens for certain requests.

For example:

  • Input Tokens: ~98k / ~196k
  • Output Tokens: ~300–400
  • Status: Complete, no errors

Even for relatively simple queries like retrieving resource details or activity information, the input token count is very large.

My concerns:

  • This may impact performance and cost.
  • It seems like unnecessary context or payload is being passed to the model.

Additional Constraint:

  • The REST API I am using does not support query parameters
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