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 meeting preparation with deep research and battle cards (Evan)
CRM auto-updates via plain English commands (Atlas, coming soon)
Account monitoring with stakeholder and org change alerts (Nico, coming soon)
LinkedIn network analysis for warm lead generation (Iris, coming soon)
Lookalike customer discovery (Nova, coming soon)
Custom AI workers tailored to specific workflows
Secure isolated environment, no data training
Integration with CRM, email, calendar, call recorders
Slack and email notifications for AI worker outputs
Org chart mapping and stakeholder identification
Pipeline analytics and field updates
Record cleaning and standardization
Multi-agent system for task planning and execution (Z1 Engine)
Schema-level accuracy for enterprise workflows
