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
Dynamic forecasting and budgeting with real-time data
Robust scenario planning for risk assessment
Natural language formulas for easier modeling
Intelligent modeling and rapid onboarding
Cross-functional planning across departments
Real-time data integration from HRIS, ERP, CRMs
Reduce operational clutter in inbox
Unified real-time insights across financial and operational planning
Seamless data flow from multiple systems
100x fewer formulas than complex spreadsheets
20+ hours saved monthly per team
€50k+ reclaimed annually by cutting unproductive time