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Azure OpenAI Service vs OpenAI API, which to use and when in 2026

This story is from 2026-08-26. It is preserved in the archive; the latest stories are on the live feed.

When someone asks whether to use Azure OpenAI Service or the direct OpenAI API, the starting point is this: the models running on both platforms are identical. GPT-4o, GPT-5, and the o-series models you deploy on Azure have the same weights, the same capabilities, and the same output quality as the…

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  1. 2026-08-26 00:12 · DEV Community — Machine Learning
    Azure OpenAI Service vs OpenAI API, which to use and when in 2026

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