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DeepInfra's production-grade infrastructure removes O&M burden from AI applications

2025-08-25 323
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Stability Assurance System for Enterprise AI Services

DeepInfra's infrastructure construction consists of three core components: a globally distributed computing cluster (covering North America, Europe and Asia), an intelligent traffic scheduling system, and a 99.9% SLA guarantee mechanism. Technical indicators show that the p99 latency of API requests is controlled within 800ms, and the average daily processing capacity exceeds 5 million calls.

The production assurance features provided by the platform specifically include: automatic capacity expansion and contraction (which can respond to 10x traffic growth in less than 5 minutes), model hot updates (upgrading model versions without affecting online services), and fine-grained monitoring (which provides token-level consumption analytics). These features eliminate the need for a dedicated MLOps team.

Enterprise user research data shows that after adopting DeepInfra, the deployment cycle of AI applications was shortened from an average of 6 weeks to 3 days, and system availability was increased from 95% to 99.7%. Especially during the e-commerce promotion period, the platform successfully supported concurrent requests with a peak of 2 million times in a single day.

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