An interactive dashboard built on AWS Lambda to trigger Python scripts to execute complex stored procedures from AWS RDS scheduled using AWS EMR-Spark Integration to forecast health metrics and alert systems based on the metrics and other advanced analytical capabilities.

Tredence Prescriptive-RGM is a data-driven AI/ML solution that enables CPGs to act on revenue growth opportunities and gaps with AI-driven prescriptive insights to improve top-line and bottom-line value. Prescriptive-RGM sets the foundational and sustainable framework for the CPGs to strengthen key commercial muscles and boost decision confidence. 1) Foundation: Building benchmarks and optimizing assortment based on micro-market segmentation 2) Sustaining: Creating competitive pricing strategies and optimized trade promotions

Tredence’s Sancus is an AI-powered data quality enrichment product that uses a combination of machine learning and data APIs to solve master data problems faced by enterprises. Sancus focuses on consolidating disparate sources of data for products, contacts, and addresses by creating Golden records for each entity.

Watchtower is an analytics dashboard that helps users monitor the plants' health and associated parameters. It leverages AWS EMR to generate insights. The main objective of this is to 1) understand and pinpoint prediction- and writeback-related problems. 2) To get alerted whenever plant prediction status is risky or if it needs attention. 3) Get monthly updates on the overall health of the plant via emails. Data Quality Framework: DQ is a solid framework that generates metrics and trends from historical data, which aids in assessing the data's quality before it is fed into the ML models. It was also used to filter out the bad records in the source tables. What it does? Cleanse and consolidate customer, vendor, and contract master data using our ML model that is easily scalable across markets and regions to enhance the quality of derived business insights. Outcome: 1. Consolidated customer and contact master data after removal of duplicates 2. Enhanced Customer, Contact and Vendor data.