> This page is for version v1 (default).
> For other versions, use one of these documentation indexes:
> - v1 (default): https://docs.rightbrain.ai/v-1/llms.txt

> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.rightbrain.ai/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.rightbrain.ai/_mcp/server.

# Enhanced Document Processing and Integration

> Extract content from uploaded documents and use clearer integration examples, validation and task-building tools.

## What's New

### Advanced Document Processing

Text extraction has improved for PDFs, images, scanned documents and complex layouts.

### Enhanced Integration Dashboard

Redesigned interface makes it easier to integrate tasks into your applications with clearer code examples, better testing tools, and improved documentation.

### Better Structured Outputs

Improved validation helps catch malformed structured outputs.

## Improvements

* Support for more document file types
* Faster page loading and rendering
* Better task creation assistant
* Improved template cloning workflows

## Current documentation

[File inputs](/docs/concepts/input-processors) · [Tasks](/docs/concepts/tasks) · [Getting started](/docs/quickstart/create-a-task)