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Sumanth User

@sumanthuser

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AI Engineer building production-grade LLM pipelines, RAG systems, and document intelligence.

India

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What I'm looking for

I want to build production-grade LLM/RAG systems that automate document and information workflows. I’m excited by roles where I can own APIs and pipelines end-to-end, improve accuracy and reliability, and measure impact like reduced manual review and better matching.

I’m an AI Engineer with 1.5+ years of experience building production-grade AI systems—especially LLM pipelines, intelligent document processing, and RAG-based retrieval architectures. At UNIPREP, I developed a resume parsing system processing 500+ documents with >90% field extraction accuracy.

In my current role, I built an end-to-end CV parsing system using OCR, NLP, and LLMs, achieving >90% structured field extraction accuracy across 5000+ resumes processed. I engineered RAG pipelines with LangChain, OpenAI APIs, FAISS, and Chroma to reduce manual review time by ~40%.

I focus on reliability and measurable impact: I apply prompt engineering strategies (chain-of-thought, few-shot) to improve extraction consistency and reduce hallucination rates. I also build FastAPI microservices and automate workflows, cutting communication overhead by 30%.

Before that, I worked as an Executive – Product Design (AI/Data Focus), applying Python-based data analysis and ML to elevator fault datasets, supporting a simulated 15–20% reduction in unplanned downtime. I bring the same hands-on, cross-functional mindset to every AI solution I ship.

Experience

Work history, roles, and key accomplishments

Current

AI Engineer

Current

UNIPREP

Dec 2025 - Present (6 months)

Built an end-to-end CV parsing system using OCR, NLP, and LLMs, achieving 90%+ structured field extraction accuracy across 5,000+ resumes. Engineered LangChain RAG pipelines with OpenAI APIs and vector databases (FAISS/Chroma), reducing manual review time by ~40% and building FastAPI microservices plus automation workflows.

LLM NLP LLMs (LangChain RAG OpenAI API fastAPI Faiss Chroma Prompt Engineering

Product Design Exec

EON Elevators Pvt. Ltd.

Nov 2024 - Nov 2025 (1 year)

Applied Python data analysis and ML to elevator fault datasets, supporting an estimated 15–20% reduction in unplanned downtime. Conducted EDA and feature engineering to surface failure patterns and automated CAD design workflows, reducing design turnaround time by ~25%.

Python Pandas NumPy EDA Feature Engineering Machine Learning CAD Automation Anomaly Detection Data Visualization

ML Intern

Aqmenz Automation Pvt. Ltd.

Oct 2023 - Nov 2023 (1 month)

Built a Python (Tkinter) GUI for real-time data visualization to improve internal reporting efficiency. Performed preprocessing, EDA, and model evaluation for supervised classification tasks using Scikit-learn.

Python Tkinter Data Visualization data preprocessing EDA scikit learn Model Evaluation Feature Engineering