Overview
GenAI powered discovery as a service (DaaS) is a comprehensive solution that leverages artificial intelligence (AI) and machine learning (ML) technologies to provide organizations with detailed insights into their data landscape. The solution is deployed on AWS Bedrock comprehensive suite of services using the Meta’s Llama 2 foundation model. • GenAI powered DaaS automates the process of data discovery by analyzing vast amounts of structured and unstructured data across diverse sources, including databases, data warehouses, data lakes, files, and documents. Ingests Client documentation and load into Vector Database • Using advanced ML algorithms, GenAI conducts intelligent data profiling to identify key attributes, patterns, relationships, and data quality issues within the dataset. It categorizes data types, identifies anomalies, and assesses data integrity to provide a comprehensive understanding of the data landscape. Apply RAG and retrieve responses to a curated migration questionnaire. Generate prepopulated surveys and share them with application owners for qualification and to fill in any other gaps. • GenAI traces data lineage to track the flow of data across systems, applications, and processes. It performs impact analysis to assess the downstream effects of changes to data sources, ensuring data consistency, accuracy, and reliability. • GenAI generates actionable insights and recommendations based on the analysis of the data landscape. It identifies opportunities for data optimization, data quality improvement, and data monetization, enabling organizations to derive maximum value from their data assets • Passes the populated surveys to GenAI Powered Design Assistant and Migration Planner
Highlights
- Technical Highlights - • Summarize content that are in text, video, audio and code. • Extract Key Functional and Non-Functional requirements. • Pre-populate Migration Q & A • Identify Dependencies, Move Groups and Firewalls • Use Delivery Curator as the single source of truth. • Feed into Migration Planner and Design Assistant for other outputs
- Business Highlights – • Up to 50% Faster Delivery of Designs • Up to 40% Lower Cost in Developing Migration Designs
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Vinay Parisa (vinay.parisa@in.ibm.com ) Priyanka Ray (priyanka.Ray1@ibm.com )