Features
Local-first execution for data privacy
Agent-assisted model validation workflows
Notebook-based validation task runtime
Structured evidence generation for audits
Excel and Word validation report drafting
Configurable branding (private or public)
Extensible via plugins and tools (roadmap V2+)
Model development workflow support (V2)
Strategy generation and validation (V2)
Data processing and feature derivation pipelines
Governed task automation with human-in-the-loop confirmation
Support for Python 3.11+ (recommended 3.12)
macOS and Linux deployment
PMML scoring via pypmml (requires Java)
Plugin/Tool/Workflow runtime with audit history
AI-powered custom cost models for spot and contract freight
Real-time pricing aligned with your cost structure
Centralized RFP portfolio management with collaboration
Smart Upload: automated RFP data from any file type
Unified TMS covering pricing, planning, execution, billing
Automated workflow and routine task reduction
Real-time shipment tracking and issue resolution
Supports dry van, reefer, and flatbed segments
Data privacy: no aggregation of client data
Integration with existing TMS and bid workflows
Market rate benchmarking with 97-98% accuracy
Margin improvement analytics (1.5-3% increase)
5 minutes saved per spot load, 3-7 seconds per contract lane
Accounting and billing automation (added Jan 2026)
Exception management to protect margins (added Jan 2026)
