AI/ML Subject Matter Expert – Data Analytics & GenAI

Role Overview

We are seeking a highly experienced AI/ML Subject Matter Expert with strong Data Analytics
and GenAI implementation expertise. The role requires a hands-on individual contributor
who can design, build, and operationalize scalable analytics solutions, KPI computation
frameworks, data validation pipelines, machine learning models, and governed GenAI
capabilities over enterprise data.

The ideal candidate will bring deep expertise in Python, SQL, analytics engineering,
machine learning, and Retrieval-Augmented Generation, and Agentic AI frameworks. They
should be comfortable working with complex business metrics, enterprise data sources,
and open-source LLM technologies to deliver reliable, explainable, and production-ready
analytical solutions.

Key Responsibilities

Analytics Engineering & KPI Development
The SME will design, develop, and maintain robust analytics code using Python, pandas,
and NumPy to compute, validate, reconcile, and operationalize key business metrics
including costing, margins, QBR metrics,



and operational performance indicators.

Responsibilities will include building effective data transformations, optimising
performance through vectorization and memory management, and implementing
repeatable data pipelines with appropriate testing, logging, validation, and reconciliation
controls.

SQL & Data Extraction

The SME will develop advanced SQL queries to extract, transform, and shape data from
enterprise systems and cloud data warehouse platforms. This includes complex joins,
aggregations, window functions, query optimization, and support for governed metric
definitions.

Generative AI / Ask-the-Data Prototype

The SME will implement a governed GenAI prototype that enables users to ask questions
over structured and semi-structured enterprise data.
• Using Llama-family or comparable open-source models through Ollama, llama.cpp,
vLLM, or similar inference frameworks.
• Building Retr

📌 AI/ML Subject Matter Expert – Data Analytics (Chennai)
🏢 MulticoreWare
📍 Chennai