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What metrics should be monitored for a Claude API application?

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Monitoring

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A team notices API costs doubled month-over-month but can't identify which feature caused the increase. What's missing from their monitoring?

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A production system has excellent metrics but sometimes fails in ways metrics don't capture (wrong answers, hallucinations). How to monitor response quality?

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