Spend Intelligence Pipeline

Build a lakehouse-native pipeline for spend analytics that ingests procurement data across all vendor contracts, categorizes spend by taxonomy, detects anomalies, and forecasts future spend with confidence intervals. Outputs feed the VIOS command center.

ML Model Serving Platform

Deploy and serve VIOS ML models via MLflow and Mosaic AI on Databricks. Provide low-latency inference endpoints with A/B testing, automatic scaling, and model performance monitoring for all VIOS scoring and prediction models.