AI BriefingRunning OpenAI Models on Amazon Bedrock
Key point
This covers how to run OpenAI models on Amazon Bedrock via the OpenAI-compatible API and leverage various advanced features.
Details
This guide explains how to use Amazon Bedrock's OpenAI-compatible Responses API to build productivity workflows including text generation, structured outputs, application tools, and file inputs.
Using the customer support workflow of a fictional retailer, BrightCart, as an example, it provides concrete implementation cases utilizing the OpenAI Python SDK and raw HTTPS.
Key topics covered include:
- Data generation with JSON mode and schema-constrained conditions
- Function Calling, parallel tools, and custom text tool usage
- Direct PDF file input and stateful conversation management
- Prompt Caching, background mode, and context compaction
By default, it uses the openai.gpt-5.4 model in the us-west-2 region, and the region and model ID can be flexibly changed through environment variable settings.
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