Data — What Powers the Suite

Monce Suite has no models of its own. It orchestrates 10 services that each own their models and data.

Downstream Model Inventory

ServiceSnake ModelsTraining RecordsFeaturesData Source
emailclassifier104,730 (40 classes)13Synthetic + Outlook inbox
quoteclassifier105,29611Synthetic + CRM
requestclassifier44,000 (12 features)12Synthetic tickets
furnitureclassifier180027Synthetic CRM visit notes
businessclassifier17008Synthetic (hand-tuned distributions)
selfservice10~6,000variesSynthetic search queries
salesagentclassifier5800-1,700/model21Synthetic CRM
negociationclassifier5500-1,280/model12-21Synthetic + real nego data
procurementclassifier2700/model8 + 5Synthetic invoices
benchmarkclassifier10~3,000/modelvariesSynthetic supplier data

What the Suite Stores

Nothing. The suite is stateless. It stores no models, no training data, no user data. Every request fans out to 10 services, collects responses, optionally calls one LLM, returns the synthesis. All intelligence lives in the downstream classifiers.

Real Data Transition

All services currently run on synthetic training data. Each service's /data page documents the planned transition to real production data from ERP, CRM, Outlook, and Salesforce sources. The suite orchestrator is data-agnostic — it works the same whether downstream models are trained on synthetic or real data.