Manoj Saini
@manojsaini1
LLM engineer building RAG and automation backends with production AI systems.
What I'm looking for
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
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.
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.
AI/ML Developer
Assert Infotech
Oct 2023 - Dec 2025 (2 years 2 months)
Built ML and NLP pipelines for training and evaluating predictive models. Implemented data preprocessing, augmentation, feature engineering, and MongoDB-integrated backend services with REST APIs for AI applications.
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.
Data Science Intern
Assert Infotech
Jan 2021 - Dec 2021 (11 months)
Built Python applications for data ingestion and preprocessing pipelines using MongoDB. Implemented data validation and augmentation and integrated APIs for real-time data ingestion supporting ML model development.
Education
Degrees, certifications, and relevant coursework
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.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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