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Generative AI & LLMs

Digital Marketing Assistant Chatbot

Intelligent content retrieval and generation across 150+ eBooks using OCR, RAG, and quantized LLMs.

Overview

Built a chatbot that ingests 150+ marketing eBooks via OCR, stores them in a vector database, and uses RAG to surface the best-matching content to user queries. Quantized LLMs refine and generate new outputs.

The Problem

Marketing teams needed faster access to insights buried across hundreds of long-form documents.

The Solution

Implemented OCR-to-vector pipeline, RAG retrieval, and quantized LLM generation in a single production stack with response caching and feedback loops.

Impact

Reduced research time from hours to seconds. Adopted as the team's primary content-discovery tool.