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How to run extraction with OpenAI or a custom provider with LangExtract

Configure OpenAI models or add a custom model provider instead of the default.

Who it is forA team standardized on a different model vendor.

The problemLibraries tied to one vendor do not fit every stack.

The outcomeExtraction running on the provider you choose.

What you need first

  • Python
  • An API key for a cloud model, or a supported local or custom provider

Steps

  1. Set the API key for your provider
  2. Follow the Using OpenAI Models or custom provider section
  3. Run the same extraction
  4. Compare results across providers

Prompt for your agent

Run the same langextract job with two providers and compare extraction counts and grounding accuracy.

Caveat. Different models can produce different extraction counts on the same prompt.

Use this in your AI agent

Ask your agent

Using the Deduped MCP, get the setup steps for google/langextract and "Run extraction with OpenAI or a custom provider"

Add Deduped to Claude Code once

claude mcp add --transport http deduped https://dedupedai.com/mcp

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