DevConf.US 2025

Vijaya Bashyam

Vijaya Bashyam is a Senior Technical Staff Member in IBM Software designing and developing business analytics software. She is a recognized, often-sought leader, by customers and partners for guidance on key performance challenges to help customers expand their scalability of applications. She is a member of IBM’s Open Innovation Community and Academic Ambassador to universities in MA and NH. She educates and judges many STEM projects with schools and colleges worldwide. She is also an active contributor in community activities and an avid mentor in SWE, SWENext, Grace Hopper organizations for students in high school, college graduates and those re-entering workforce.


Job title

Senior Technical Staff Memeber

Company or affiliation

IBM


Session

09-19
16:00
35min
Unlocking Business Insights with Natural Language and Generative AI
Vijaya Bashyam, Neerju gupta

n today’s fast-paced, data-driven world, accessing and analyzing structured data efficiently is essential for timely decision-making. Yet, traditional SQL-based querying often limits accessibility to technical users. IBM’s Semantic Layer, a key component of the Data Intelligence Platform, eliminates this barrier by allowing business users to interact with complex data using natural language.
In this session, we’ll showcase how IBM leverages generative AI to enrich metadata and drive natural language to SQL (Text2SQL) transformations—empowering users across the enterprise. We’ll explore the technical architecture, including model selection, semantic parsing, schema linking, enrichment pipelines, and query optimization. You’ll see real-world examples of a conversational analytics agent that delivers deeper insights from business data.
This solution is deployed on IBM’s Multi-Cloud SaaS Platform, powered by AWS services and running on Red Hat OpenShift. Whether you're a developer, data scientist, or business stakeholder, this session will demonstrate how IBM and AWS together enable smarter, more intuitive ways to work with data.

Artificial Intelligence and Data Science
Ladd Room (Capacity 96)