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Manoj SainiMS
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Manoj Saini

@manojsaini1

LLM engineer building RAG and automation backends with production AI systems.

India
Message

What I'm looking for

I’m looking to build production-grade LLM systems—RAG, backend APIs, and scalable automation—that reduce manual work. I value clean engineering, deployment discipline on AWS/Docker, and measurable improvements in workflow efficiency.

I’m an AI and ML engineer focused on building LLM-powered systems—RAG pipelines, REST APIs, ETL workflows, and containerized AI services. I aim to turn language models into reliable, production-oriented backend capabilities for real business automation.

As an LLM Engineer with Sara Analytics, I’m building automation workflows for accounting and auditing processes. I design solutions to reduce manual effort in financial document handling, review, and workflow execution, including structured and unstructured document processing with LLMs.

Previously at Assert Infotech, I built ML and NLP pipelines for training and evaluating predictive models, along with ETL pipelines to ingest and clean data from APIs and databases. I also created MongoDB-integrated backend services and REST APIs for AI applications, and automated data validation and chunking pipelines—reducing manual preparation effort by 40%.

I also worked as an independent Generative AI Consultant, where I designed Retrieval-Augmented Generation pipelines, built end-to-end prototypes with LangChain, and deployed containerized AI services on AWS. My projects—from an LLM gateway with authentication and audit controls to fine-tuning pipelines and RAG chatbots—reflect my bias toward scalable engineering, grounded answers, and practical outcomes.

Experience

Work history, roles, and key accomplishments

SA
Current

LLM Engineer

Sara Analytics

Apr 2026 - Present (4 months)

Building LLM-powered automation workflows for accounting and auditing processes. Working on structured and unstructured document processing to reduce manual effort and improve workflow execution.

IC

Generative AI Consultant

Independent Generative AI Consultant

Jan 2026 - Apr 2026 (3 months)

Designed and implemented Retrieval-Augmented Generation (RAG) pipelines using embedding-based semantic retrieval. Built end-to-end Generative AI prototypes, ETL workflows, and containerized AI services on AWS.

PwC logoPW

Data Visualization Associate

Aug 2022 - Sep 2023 (1 year 1 month)

Developed responsive dashboards to visualize AI and ML model outputs. Built reusable React components integrating REST APIs and managed scalable application state using Context API.

Education

Degrees, certifications, and relevant coursework

Nitte Meenakshi Institute of Technology logoNT

Nitte Meenakshi Institute of Technology

Bachelor of Engineering, Information Science and Engineering

2018 - 2022

Completed a BE in Information Science and Engineering at Nitte Meenakshi Institute of Technology from 2018 to 2022.

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