I extracted and counted recurring customer complaints from product reviews, grouping them into five pain-point categories.

I created a customer journey map for a remote-work headphone buyer, mapping actions, thoughts, feelings, and touchpoints across the AIDA stages.

I completed quantitative and qualitative analysis of a wireless speaker survey, producing segmented findings and visualized charts to inform product decisions.

I documented EDA and sentiment-analysis ideas, outlining metrics, segments, and feature-level sentiment approaches for customer reviews.

I built a Gradio-based RAG chatbot UI and connected it to a local retrieval pipeline for answering PDF questions.

I analyzed a 49-page mortgage blob to find missing, irrelevant, and inconsistent documents and proposed validation checkpoints to prevent those issues at upload.

I prepared and cleaned mortgage-related data and images using Python tools in Google Colab, producing ready-to-process datasets and preprocessed images for OCR.

I built a PDF-to-structured-data pipeline that extracted word-level text and bounding boxes from a loan worksheet, then reconstructed fields and fee tables into JSON.

I compared three OCR engines on a scanned mortgage PDF and documented preprocessing, extraction challenges, and field-matching approaches.

I built a Retrieval-Augmented Generation pipeline and chatbot using LlamaIndex and Google Gemini, implementing chunking, embeddings, and optimized retrieval to answer questions from sample documents.

I compared open embedding models on a sample mortgage contract and selected the best performer.

I built a page-level segmentation and metadata extraction pipeline that identified document boundaries and assigned doc_type tags to each page.

I built a Prompt Node that translated simple style ideas into structured, catalog-ready moodboard prompts.

I built an end-to-end trend discovery workflow that generated a downloadable Hallway Runner trend report from chat input through data collection, AI processing, and image generation.

I built and delivered a competitor-monitoring agent workflow that fetched product data from Wayfair, Amazon, and Walmart and produced an automated competitive intelligence report.

I updated an AI content agent to produce on-brand marketing content by refining its system prompts, tone rules, and workflow nodes.