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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.
Early Claim Prediction
Challenge
Multiple early claim prediction models across systems caused fragmented management, offline inference delays, manual scripting inefficiencies, making data sharing difficult amongst teams.
Solution
UnifyAI's automated model orchestration for early claim prediction, streamlines workflows, improves accuracy, and delivers seamless integration with end-system APIs for efficient decision-making.
Benefits
Technical Benefits: AI Studio from UnifyAI accelerates advanced claim prediction models and processes policyholder data in real-time with APIs. It offers customizable models that improve prediction accuracy by adjusting to new data.
Business Benefits: Minimizes financial losses by swiftly identifying and addressing fraudulent transactions, enhances customer trust and loyalty, and provides actionable insights for continuous improvement in fraud prevention strategies.
