Conceptual guides, patterns, and stories from applying LangExtract to production‑grade information extraction problems.
Pattern · Prompt design
Explore strategies for writing prompts that perform well across diverse documents, with a focus on schema‑guided extraction and iterative refinement using grounding.
This article ties directly into the concepts in the Docs and the practical flows in Examples, showing how to evolve prompts based on real data.
Pattern · Deployment
Learn how teams move from notebook experiments to production systems, using LangExtract’s provider abstraction, schemas, and evaluation tooling for safe rollouts.
You’ll see how the same extraction logic can target Gemini, Vertex AI, OpenAI, or Ollama, as explained on the Providers page.
