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Predictive Maintenance
Challenge
Unexpected equipment breakdowns in manufacturing can lead to costly downtime, delayed production, and expensive repairs. Traditional maintenance schedules, often based on fixed intervals, may either be too frequent, wasting resources, or too late, resulting in unplanned failures.
Solution
Unify Ai platform can integrate with your IOT systems and help in predictive maintenance by monitoring machine performance in real time. By analyzing data from the sensors most relevant to your machinery, the ML models can predict when a machine is likely to fail, raise a ticket and alert the relevant users. This allows manufacturers to schedule maintenance only when necessary, reducing unnecessary downtime and preventing critical failures.
Benefits
Technical benefit - Our Unify AI platform can integrate with your production monitoring systems and IOT devices through APIs. The data from these systems can be ingested in real time, a ML model can quickly classify data and raise a flag. The Gen AI agent built using our Gen AI studio can send the flagged data as an alert in simple language to the designated recipient automatically.
Business Benefit - Reduction in repair costs, equipment life extension, and mitigation of unexpected breakdowns are the key outcomes. Unify AI helps improve operational efficiency by ensuring machinery runs smoothly with minimal proactive interruptions.
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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.
Persistency
Challenge
Scattered persistency models across data scientists' local systems caused offline inferences, time-consuming manual scripts and manual sharing, resulting in delays and inefficiencies.
Solution
Achieved higher efficiency with AI Studio to centralize various persistency models, streamlining workflows, getting real-time insights, scalability,and reproducibility - thus, simplifying model management.
Benefits
Technical Benefits: UnifyAI offers high-accuracy models for predicting policy persistency and integrates with policy management systems to analyze customer behavior. The platform supports large datasets, providing scalable analysis across insurance products and customer segments.
Business Benefits: Identifies at-risk policyholders for targeted interventions, enhances retention strategies, and strengthens customer relationships. Improves revenue stability by increasing persistency rates and reducing policy lapses.
