moccet labs

Data pipelines

Seamless integration of expert medical annotation into your ML workflows

Enterprise-ready infrastructure

Our data pipelines integrate seamlessly with your existing ML infrastructure, providing scalable, secure, and efficient medical data annotation workflows.

API-first design

RESTful and GraphQL APIs for programmatic access to our annotation platform:

  • • Upload medical images and data programmatically
  • • Define annotation tasks and guidelines via API
  • • Retrieve annotations in real-time
  • • Webhook notifications for task completion
  • • Batch processing and bulk operations

Cloud integration

Native integrations with major cloud platforms:

  • • AWS S3, GCP Cloud Storage, Azure Blob Storage
  • • Direct integration with SageMaker, Vertex AI
  • • Support for DICOM servers and PACS systems
  • • VPC peering and private endpoints
  • • Data residency compliance options

Pipeline workflow

1

Data ingestion

Automatically ingest medical data from your cloud storage, PACS systems, or via API. Support for DICOM, NIFTI, PNG, JPEG, and other medical imaging formats.

2

Task distribution

Intelligent task routing to qualified medical experts based on specialty, availability, and historical performance. Automated workload balancing.

3

Expert annotation

Board-certified physicians annotate data using specialized medical imaging tools. Real-time quality checks and consensus workflows for complex cases.

4

Quality validation

Multi-layer QA including statistical validation, inter-annotator agreement analysis, and senior expert review for high-stakes annotations.

5

Data delivery

Annotated data delivered back to your systems via API, webhook, or direct cloud storage write. Supports JSON, COCO, Pascal VOC, and custom formats.

Technical features

Security

  • • SOC 2 Type II certified
  • • HIPAA compliant infrastructure
  • • End-to-end encryption
  • • Role-based access control
  • • Audit logging

Scalability

  • • Auto-scaling annotation workforce
  • • Parallel processing pipelines
  • • Load balancing
  • • High-throughput APIs
  • • Global CDN delivery

Monitoring

  • • Real-time dashboards
  • • Quality metrics tracking
  • • SLA monitoring
  • • Custom alerting
  • • Performance analytics