Features
Zero-shot automated labeling using foundation models
Prompt-based labeling (text prompts for object/class detection)
Model-assisted labeling (SAM, SAM 2, SAM 3 integration)
Active learning based labeling automation
Seamless SDK integration for pipeline automation
Pre-annotation upload for review and editing
Project management with analytics and EDA
Support for image, video, text, audio, DICOM, LiDAR, NIfTI
Smart guidelines and third-party annotation vendor access (premium)
Attach custom models (HuggingFace, OpenCV) on demand
Human-in-the-loop services
Dataset management module
Smart feedback loop for iterative improvement
Master Control Panel for event tagging (2026 update)
Foundation model-powered segmentation improvements
AI-powered invoice auto-coding and GL posting
Invoice ingestion from email, vendor portals, paper scans, Amazon Business
Multi-system daily reconciliation across 100+ platforms
Automated billing with level-of-care updates
Payroll timesheet matching and overtime calculation
Vendor payment automation including check issuance
Month-end close in 1-2 days
Approval workflow with single-click approval
Auditable end-to-end transaction trail
Fly-in workflow mapping and personalization
SOC 2 Type II certification
Morph Reflexes multi-head classifiers for agent traces
Open source core on GitHub
Multimodal ingestion and queries
