
Data operations platform for building production-grade AI systems
Encord is a comprehensive data operations platform that helps AI teams manage, annotate, and curate multimodal data for training and evaluating machine learning models. It combines data labeling, quality analytics, active learning, and workflow automation into a unified platform supporting images, video, point clouds, audio, DICOM, and documents.
Label images, video, point clouds, audio, DICOM, PDFs, and text with tools including bounding boxes, polygons, segmentation (SAM 2/3), object tracking, and hierarchical classifications
Ingest, organize, and curate datasets with embedding-based similarity search, natural language search, custom metadata, and collection-based data discovery
Detect label errors, find outliers, identify duplicate data, and evaluate model performance with off-the-shelf and custom quality metrics
Deploy custom task agents for batch annotation using pre-built Docker agents, AWS Lambda, GCP Cloud Functions, or GPT-4o pre-classification
Manage large annotation teams with customizable review workflows, consensus mechanisms, role-based access control, and quality control pipelines
Comprehensive Python SDK and REST API for programmatic access to datasets, projects, ontologies, labels, and workflow management
Annotate and curate sensor data including camera images, LiDAR point clouds, and video sequences for training perception models in self-driving systems
Label DICOM and NIfTI medical scans with specialized annotation tools and quality controls for developing diagnostic AI models in healthcare
Collect human feedback, evaluate model outputs, and build curated datasets for RLHF and multimodal LLM fine-tuning workflows
Build and maintain visual inspection and quality control models with active learning loops that continuously improve accuracy on manufacturing data
Connect directly to AWS S3, Azure Blob, GCP, Wasabi, MinIO, Oracle, CoreWeave, and Cloudflare storage without moving data
SSO support, role-based permissions, team management, webhooks, custom domain hosting, and SOC 2 compliant infrastructure

Enterprise AI platform for building, deploying, and governing production-quality AI agents