Structured-Output on AI Knowledge Base

Prompt Engineering Across Providers

Mon, 01 Jan 0001 00:00:00 +0000

Master prompt engineering by studying best practices from Anthropic, OpenAI, and Mistral. Then see how DSPy challenges the entire paradigm by replacing prompts with programs.

Comparing approaches across providers gives you deeper intuition than studying any single provider’s guide.

OpenAI API Essentials

Mon, 01 Jan 0001 00:00:00 +0000

Learn the OpenAI API from first request to advanced features. Covers Chat Completions, function calling, structured outputs, streaming, vision, reasoning models, and embeddings.

Claude API Essentials

Mon, 01 Jan 0001 00:00:00 +0000

Learn the Anthropic API from first principles. Covers the Messages API, tool use, streaming, structured outputs, extended thinking, and cost optimization.

Structured Outputs

Mon, 01 Jan 0001 00:00:00 +0000

Get reliable JSON outputs from Claude using tool_use or constrained decoding.

Annotations

Mon, 01 Jan 0001 00:00:00 +0000

Mistral Document AI API extracts structured data from documents using custom JSON annotations for bboxes and full documents

Apply patch

Mon, 01 Jan 0001 00:00:00 +0000

Allow models to propose structured diffs that your integration applies.

Architecture Overview

Mon, 01 Jan 0001 00:00:00 +0000

How Chroma is structured across local, single-node, and distributed deployments.

Basic OCR

Mon, 01 Jan 0001 00:00:00 +0000

Extract text and structured content from PDFs and images with Mistral’s Document AI OCR processor

Build Your First Flow

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to create structured, event-driven workflows with precise control over execution.

Building with AI

Mon, 01 Jan 0001 00:00:00 +0000

Use LLMs to process unstructured data in your applications.

Custom Structured Output

Mon, 01 Jan 0001 00:00:00 +0000

Define and enforce JSON output formats using Pydantic or Zod schemas with Mistral AI

Document AI

Mon, 01 Jan 0001 00:00:00 +0000

Mistral Document AI offers enterprise-grade OCR, structured data extraction, and multilingual support for fast, accurate document processing

Enable JSON mode

Mon, 01 Jan 0001 00:00:00 +0000

How to use JSON mode with W&B Inference

Enable structured output

Mon, 01 Jan 0001 00:00:00 +0000

How to configure structured output in W&B Inference responses

Firecrawl Crawl Website

Mon, 01 Jan 0001 00:00:00 +0000

The ‘FirecrawlCrawlWebsiteTool’ is designed to crawl and convert websites into clean markdown or structured data.

Firecrawl Scrape Website

Mon, 01 Jan 0001 00:00:00 +0000

The ‘FirecrawlScrapeWebsiteTool’ is designed to scrape websites and convert them into clean markdown or structured data.

Function Calling

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to get LLMs to respond to queries with named functions and structured arguments.

GEPA for Structured Information Extraction for Enterprise Tasks

Mon, 01 Jan 0001 00:00:00 +0000

Github Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘GithubSearchTool’ is designed to search websites and convert them into clean markdown or structured data.

Hooks reference

Mon, 01 Jan 0001 00:00:00 +0000

Reference for Claude Code hook events, configuration schema, JSON input/output formats, exit codes, async hooks, prompt hooks, and MCP tool hooks.

How do Structured Outputs Work?

Mon, 01 Jan 0001 00:00:00 +0000

Get Cohere models to produce structured outputs in JSON or tool-call format using response_format and JSON Schema constraints.

Instructor

Mon, 01 Jan 0001 00:00:00 +0000

Trace and evaluate structured data extraction from LLMs with Weave’s Instructor integration, capturing Pydantic model validation, retry logic, and JSON schema enforcement for reliable structured output workflows.

Json Mode

Mon, 01 Jan 0001 00:00:00 +0000

JSON mode

Mon, 01 Jan 0001 00:00:00 +0000

Enable JSON mode by setting response_format to type json_object in API requests

Multi Agent Structured Output

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use multi agent structured output with W&B Weave

OpenAI CLI

Mon, 01 Jan 0001 00:00:00 +0000

Install and use the generated openai command-line tool for Responses, structured outputs, images, speech, and shell workflows.

Parameter types for tool use (function calling)

Mon, 01 Jan 0001 00:00:00 +0000

Guide on using structured outputs with tool parameters in the Cohere Chat API. Includes guide on supported parameter types and usage examples (API v2).

Parameter Types in Structured Outputs (JSON)

Mon, 01 Jan 0001 00:00:00 +0000

This page shows usage examples of the JSON Schema parameter types supported in Structured Outputs (JSON).

Prompt guidance for GPT-5.4

Mon, 01 Jan 0001 00:00:00 +0000

Learn prompt patterns and migration guidance for GPT-5.4, including completeness checks, verification loops, tool persistence, and structured outputs.

Querying Structured Data (SQL)

Mon, 01 Jan 0001 00:00:00 +0000

Build an agentic RAG system that can query structured data (SQL).

Querying Structured Data (Tables)

Mon, 01 Jan 0001 00:00:00 +0000

Build an agentic RAG system that can query structured data (tables).

Quickstart: How to do OCR

Mon, 01 Jan 0001 00:00:00 +0000

A step by step guide on how to do OCR with Together AI’s vision models with structured outputs

Review items in an annotation queue

Mon, 01 Jan 0001 00:00:00 +0000

Evaluate trace items and submit structured feedback using a simplified review interface.

Set up annotation queues

Mon, 01 Jan 0001 00:00:00 +0000

Create annotation queues, route traces to domain experts, and export structured feedback.

Structured model outputs

Mon, 01 Jan 0001 00:00:00 +0000

Understand how to ensure model responses follow specific JSON Schema you define.

Structured output

Mon, 01 Jan 0001 00:00:00 +0000

Render structured agent responses with custom UI components instead of plain text

Structured output

Mon, 01 Jan 0001 00:00:00 +0000

Structured output

Mon, 01 Jan 0001 00:00:00 +0000

Render structured agent responses with custom UI components instead of plain text

Structured output

Mon, 01 Jan 0001 00:00:00 +0000

Structured Output

Mon, 01 Jan 0001 00:00:00 +0000

Learn to generate structured outputs like JSON for LLM agents and pipelines, with custom and flexible formatting options

Structured Outputs

Mon, 01 Jan 0001 00:00:00 +0000

Structured outputs let you constrain agent responses to conform to a specific schema, which is essential for building reliable pipelines where downstream code depends on predictable JSON shapes. Focus on how schema definitions interact with the agent loop — the SDK validates output at the framework level rather than relying on prompt engineering alone. A key gotcha is that overly complex schemas can increase latency and reduce output quality, so start with flat structures and add nesting only when needed. Compare this approach with OpenAI’s structured outputs to understand the tradeoffs in schema expressiveness and enforcement guarantees.

Structured Outputs

Mon, 01 Jan 0001 00:00:00 +0000

Enforce output formats using JSON schemas or custom grammars

Structured Outputs

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use JSON mode to get structured outputs from LLMs like DeepSeek V3 & Llama 3.3.

Structured Outputs for LLMs

Mon, 01 Jan 0001 00:00:00 +0000

Introduction to structured outputs with LLMs

Tavily Extractor Tool

Mon, 01 Jan 0001 00:00:00 +0000

Extract structured content from web pages using the Tavily API

Text generation

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use the OpenAI API to generate text from a prompt. Learn about message types and available text formats like JSON and Structured Outputs.

Tools

Mon, 01 Jan 0001 00:00:00 +0000

Track application versions with models

Mon, 01 Jan 0001 00:00:00 +0000

Track versions of your application with structured models that combine data and code.

Unstructured

Mon, 01 Jan 0001 00:00:00 +0000