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Marlon Avery

Architect & Builder · VoicePath

AI-Enhanced Document Chatbot

Turned dense, unsearchable documents into conversational interfaces with transparent retrieval — citations included, hallucinations bounded.

  • OpenAI GPT-4
  • Vector Database
  • RAG
  • Python

AI-Enhanced Document Chatbot

Most “chat with your PDF” tools are toys. This one was built for people who actually work with contracts, grants, and research — where being wrong has consequences.

GPT-4 handles the reasoning. A vector database handles the retrieval. Citations make the answers auditable. It is the kind of tool you can point a lawyer or grant officer at without holding your breath.

The flywheel

This build became a lesson.

Every system Marlon ships turns into teachable patterns — in keynotes, workshops, and executive sessions. Want the lessons from this one, live?