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G. Siva Kumar

Generative AI Engineer | 3+ years of experience | Open to new opportunities

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About Me

I'm a Generative AI Engineer with 3 years of experience applying LLMs, RAG pipelines, and cloud technologies to solve real-world challenges in healthcare and finance. Passionate about building intelligent, scalable AI systems that automate decision-making, extract insights from documents, and improve operational efficiency.

Education

B.Tech in Electrical and Electronics Engineering
Amrita Vishwa Vidyapeetham, Tamil Nadu
2018 – 2022

Work Experience

Generative AI Engineer – Cognizant Technology Solutions

June 2022 – Sept 2025
  • Built and deployed AI pipelines integrating LLMs with domain-specific knowledge bases.
  • Improved automation and accuracy of business workflows using LangChain and LangGraph.

Projects

Smart Azure Document Extraction App

  • Developed a Streamlit web app that extracts structured data from diverse documents using Azure Document Intelligence and Azure OpenAI.
  • Automatically detects document type — IDs, invoices, receipts, contracts, and certificates — and applies the right extraction model.
  • Combines Azure's prebuilt extraction models with GPT-based structuring for generic layouts and complex documents.
  • Tech Stack: Streamlit, Azure Document Intelligence, Azure OpenAI.

Prior Authorization for Prescribed Medication

  • Built a RAG-based AI system for determining medication reimbursement eligibility.
  • Used EHR, Drug, and Policy data to automate decisions: Approval, Denial, or More Info.
  • Tech Stack: LangGraph, LangChain, Gemini, FastAPI, Streamlit, GCP.
  • Reduced manual effort by 40%, improved accuracy by 30%.

AI Utility Suite – AI Productivity SaaS Platform

  • Designed and built a full-stack AI SaaS platform providing multiple productivity utilities under a single dashboard.
  • Features include meeting transcription and summarization, document summarization, and document-based Q&A using RAG.
  • Implements secure authentication, JWT-based authorization, subscription plans, and usage-based limits.
  • Cloud-ready architecture with a Streamlit frontend and FastAPI backend, designed for scalable deployment.
  • Tech Stack: Streamlit, FastAPI, OpenAI, FAISS, Firebase Auth, Redis, GCP.

Finance Compliance – Screening Agent (RAG-based SDN Checker)

  • Developed an AI compliance tool that screens financial data against the SDN (OFAC) list.
  • Implements a RAG pipeline to identify sanctioned entities and prevent violations.
  • Tech Stack: LangChain, LangGraph, OpenAI Embeddings, FAISS, Python, Streamlit.

Smart Database AI Assistant – Text or Voice RAG Queries

  • Built an AI system to query relational databases through text or voice using LLMs.
  • Supports natural language questions like “Show me last quarter’s revenue growth.”
  • Tech Stack: LangGraph, PostgreSQL, SQLAlchemy, LangChain, Whisper, Streamlit.

Voice Assistant Chatbot – Real-Time Speech AI

  • Built a real-time voice-enabled conversational assistant with end-to-end speech interaction.
  • Supports speech-to-text input, LLM-powered responses, and text-to-speech output.
  • Includes multi-language support, configurable voice settings, and session-safe API key handling.
  • Optimized for public cloud deployment with no persistent storage dependencies.
  • Tech Stack: Streamlit, OpenAI Whisper, GPT-4o, Google Text-to-Speech (gTTS).

PDF Document Summarizer – Orchestrator Supervisor Model

  • Implemented a hierarchical summarization system using orchestrator-supervisor model logic.
  • Extracts structured summaries from lengthy PDFs like research papers or contracts.
  • Tech Stack: LangGraph, GPT-4, PyMuPDF, FastAPI, Streamlit.

Meeting Summarizer AI and Take Actionable Insights

  • Designed an AI assistant that automatically summarizes meetings and extracts key action items.
  • Uses speech-to-text, LLM summarization, and sentiment analysis for context-aware summaries.
  • Tech Stack: Whisper, LangChain, OpenAI GPT-4o, FastAPI, Streamlit.

Skills

Python FastAPI Git Machine Learning Deep Learning Computer Vision NLP Prompt Engineering LangChain LangGraph LangSmith RAG Azure AI Search Azure CosmosDB MySQL FAISS Applied Statistics

Let's Connect

gesivak21@gmail.com

+91 9345886379

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