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Production Process Optimization
Challenge
Complex variables such as machine efficiency, material waste, quality rejects and fluctuating demand make it very difficult to optimize production. Traditional methods of managing these processes result in inefficiencies, underutilized resources, and higher operational costs.
Solution
Our Unify AI platform allows to ingest vast amounts of data from the production floor. The inbuilt EDA function helps in analyzing the data and identifying patterns and inefficiencies. AI can suggest real-time adjustments to machine settings, workflows, and resource allocation. This ensures that the production process is continuously optimized for maximum efficiency and minimal waste.
Benefits
Technical benefit - Our Unify AI platform has all the required components such as data ingestion tool kit, EDA automation tool, Feature engineering process, the automated AI studio for model building, the deployment workflows, etc all integrated in a single framework. Further you also have the Gen AI studio which can help the relevant personnel with corrective recommendations. This reduces the technical learning curves and support functions and helps to go from concept to production rapidly.
Business benefit - AI-driven process optimization leads to reduced production costs, higher output, and improved product quality. Manufacturers can also achieve better resource utilization, lowering energy consumption and material waste. Overall, AI enables smarter, data-driven decisions that result in a more streamlined and cost-effective production process.
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Non Performing Assets (NPA) Prediction
Challenge
Difficulties in aggregating and consolidating data from disparate sources, which hindered effective monitoring and management of non-performing assets (NPAs) delaying in data driven decisions.
Solution
Deployed real-time models on UnifyAI's AI Studio providing business users with instant insights for real-time inferences, monitoring of NPA and loan defaults.
Benefits
Early NPA Prediction & Risk Monitoring: UnifyAI's ML models forecast potential NPAs by analyzing transaction patterns and external data, while real-time data integration continuously tracks loan performance, offering predictive insights on customer risk profiles and automating key decisions.
Seamless Integration & Efficiency: UnifyAI's AI Studio integrates with core banking systems to streamline NPA detection and escalation, reducing financial losses, enhancing risk control, and improving operational efficiency through automated workflows and early customer intervention.
Sales Attrition
Challenge
Predicting employee churn based on performance and behaviour to enhance customer relations, refine marketing plans and sales goals.
Solution
Deployed real-time models quickly with UnifyAI's AI Studio to provide business users with instant insights for real-time inferences, and monitoring of sales agent attrition.
Benefits
Technical Benefits: UnifyAI accelerates ML model development to predict attrition risks, seamlessly integrates with CRM and HR systems for real-time performance insights, and supports rapid building of diverse AI/ML models to analyze attrition factors.
Business Benefits: Identifies at-risk sales team members early, enabling targeted retention efforts and reducing recruitment costs. Enhances team cohesion and satisfaction, focuses on retaining top performers, and boosts overall sales productivity.
