Features
Pre-built workflows for NER, text classification, span categorization, computer vision, audio/video, and prompt
Custom recipe scripts for fully programmable data feeds and interfaces
Active learning support to prioritize the most informative examples
Integration with Large Language Models (LLMs) for assisted labeling (e.g., ner.llm.correct)
Local, self-hosted operation with no data leaving your machines
Lifetime license with free upgrades for a set period (renewable 12-month update packs)
Plugin system: Open Source Plugins, Single Sign-on (SSO), Modal, DSPy
Task routing to distribute work across annotators or recipes
Comprehensive metrics and deployment options
Support for video annotation with audio spans
Customizable themes and logo in the sidebar
Database plugins (supports MySQL, etc.)
llm plugin for LLM API integrations
Dreamer self-evolution framework for coding agents
Automatic capability evolution based on team interactions
Automated schema discovery (original, discontinued)
Intelligent data mapping suggestions (original, discontinued)
Data quality validation (original, discontinued)
Automated dbt code generation (original, discontinued)
Legacy ERP integration (original, discontinued)
Custom database integration (original, discontinued)
Messy schema handling (original, discontinued)
