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Confident AI is a platform around LLM evaluation, tracing and quality workflows; DeepEval is its separately documented evaluation framework. Distinguish the framework you can use in code from the hosted service, allowances and enterprise controls. This review uses primary documentation and does not claim a measured reduction in failures or operating costs.

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