Pfizer logoCurrently an Extern @Pfizer
Matt Ruppert portrait

Finance student building practical AI and data projects

Sophomore at UNC Charlotte who designs prototypes that extract and summarize data from real documents using OCR, LLMs, and retrieval techniques.

Work samples

Portfolio of applied projects, including a Pfizer externship where I built an AI document insights and data extraction prototype using OCR, LLMs, and retrieval-augmented generation.

  • Pfizer Advanced: AI-Powered Document Insights & Data Extraction Externship
    Pfizer Advanced: AI-Powered Document Insights & Data Extraction Externship
    Pfizer logo

    Pfizer · ✅ Verified by Extern · ⏱️ In progress

    Pfizer Advanced: AI-Powered Document Insights & Data Extraction Externship

    Prototype AI-powered document intelligence with Pfizer—using OCR, LLMs, and RAG to automate real enterprise PDF workflows and build a standout portfolio project.

    AI & MLPythonDocument IntelligencePresentation Skills

About me

Sophomore at UNC Charlotte who designs prototypes that extract and summarize data from real documents using OCR, LLMs, and retrieval techniques.

I am Matt Ruppert, a sophomore studying Finance at UNC Charlotte and the founder of BuiltToScale. I work as Lead Sales Representative and Event Coordinator at HOTWORX and previously estimated projects and apprenticed as an electrician at R-Mar Electric. I build practical skills in financial modeling, Python, SEO, prompt engineering, CRM tools, and Office, and I’m exploring AI document extraction through a Pfizer externship.

Externships

Pfizer Advanced: AI-Powered Document Insights & Data Extraction Externship

Pfizer

Experience

Founder and Owner

ZTECH MEDIA · Jan 2023 – Present

Lead Sales Representative & Event Coordinator

HOTWORX · Oct 2024 – May 2026

Project Estimator / Electrician Apprentice

R-MAR ELECTRIC · Nov 2020 – Aug 2023

Education

UNIVERSITY OF NORTH CAROLINA AT CHARLOTTE: Belk College of Business

Bachelor of Science in Business Administration, Finance Concentration

CENTRAL PIEDMONT COMMUNITY COLLEGE

Accounting and Finance

Skills

Financial ModelingPythonSEOPrompt EngineeringCRM toolsMS Office Suite

✅ Verified by Extern · ⏱️ In progress

Pfizer Advanced: AI-Powered Document Insights & Data Extraction Externship

Prototype AI-powered document intelligence with Pfizer—using OCR, LLMs, and RAG to automate real enterprise PDF workflows and build a standout portfolio project.

AI & MLPythonDocument IntelligencePresentation Skills

Overview

The project prototyped AI-powered document intelligence components for enterprise PDF workflows, combining optical character recognition, large language models, and retrieval-augmented generation. The work surveyed LLM architectures and OCR integration patterns, then documented approaches for extracting and structuring data from complex PDFs.

Pfizer Advanced: AI-Powered Document Insights & Data Extraction Externship

What I've accomplished

I researched technical foundations and integration patterns for LLM-driven document processing, then summarized findings and practical approaches for extracting structured data from PDFs.

Project breakdown

View all works