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What does 99.9% uptime mean for inference?

Reliability numbers are easy to publish. We break down what 99%, 99.9%, and 99.99% uptime actually require, the failure domains each tier has to survive, and the questions to ask any inference provider before you commit.

By Ryan Lucchese, Sarung TripathiTogether AI Blog
What does 99.9% uptime mean for inference?

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Originally published by Together AI Blog on Jul 16, 2026.

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