MobiLytix AIx

MobiLytix AIx is a cutting-edge SaaS-based solution built on AWS infrastructure and services, leveraging AWS CloudFormation to automate cloud resource provisioning and management. Designed to provide GUI-based automated AI/ML model development, deployment, and monitoring, it provides telecom enterprises with a scalable and efficient cloud-native platform.

Developed by Comviva (A Tech Mahindra Company), MobiLytix AIx is the result of extensive experience gained through numerous transformation journeys across telco businesses and client engagements. By integrating AWS-centric capabilities with broader cloud deployment and management features, it empowers telecom organizations to accelerate AI-driven innovations seamlessly.

MobiLytix AIx is a self-service analytics workbench designed to accelerate CVM data science for telecom operators. It offers automated AI capabilities, multi-algorithm model creation, and seamless third-party integration, reducing go-to-market time by 2X and total cost of ownership by 50%. The platform features a GUI-based environment, supports multiple users concurrently, and includes 120+ prebuilt machine learning model frameworks and attribute catalogs for first-time-right development. It automates data exploration with statistical correlations and streamlines model creation, selecting the best-performing algorithm and generating production-ready code. Deployed models undergo automated validation and recalibration, ensuring adaptability to new datasets. The integrated MLOps framework manages deployment, scheduling, monitoring, and workflow automation, enabling efficient AI development and operationalization at scale.

Key Features:

MobiLytix AIx offers a rich set of features mentioned below: • Telco Model attribute catalogs across CVM Customer Lifecycle with Catalog download option. • Option to upload file from Local file system, Database and File received by SFTP on the server for exploration or Model development. • Auto data Exploration Feature with ability to explore all input data automatically for all attributes, Correlation heat maps, other charts and Data preprocessing. • Tool has ability to suggest ranking on algorithms in the order of their accuracy and other result matrixes on the data where user is given in option to choose the best algorithm with little knowledge on data science. • Hyper parameter tuning – This feature will help user to do hyper parameter tuning i.e. customize the model parameters and run the same model n number of times with different parameters and select the best parameters fitted on the dataset. • The tool can provide python-based code as an output for development and production codes in case the user wants to customize the code or fine tune as per need of the business and deploy at some other application. • The tool provides algorithm wise detailed results with feature importance. • Model performance monitoring dashboard which covers detailed results of best model in training phase and production runs, called as detailed dashboards to monitor the ongoing accuracies of the model. • Data base Integration – This feature of the platform will allow user to load the required dataset for machine learning model development into MobiLytix AIx directly from databases like MySQL, Oracle, Teradata and Hadoop. • Email Alert Mechanism – User can configure the auto email alert once the development job or production job is completed. • Rest API Integration – Rest APIs will help user to integrate the productionized model with other systems like campaign Management. • Clustering Module – Unsupervised Algorithms with clustering to create Machine learning based dynamic segments based upon the customer behaviours data. • Tool support one-click migration of developed model from development server to production server. • Tool provides the model recalibration feature which helps user to quickly retrain the already developed model using new set of records and see the model development results.

Benefits: MobiLytix AIx Solution offers a wide range of benefits that enhances an organization's ability to create, deploy and manage AI models for telecom Marketing
• Accelerate CVM Data science for Telcos Marketing • AI/ML solution for large subscriber bases up to 60 million • Enhanced Customer Insights • Parallel creation of 9 multi algorithm models at the same time • User friendly GUI based workbench with Auto exploration, model creation features • Ready built attribute catalogue of 120+ ML Models