Automating complex office workflows is one of the most impactful ways AI developers can deliver real business value—and the banking sector is full of high-stakes, document-heavy processes ripe for transformation. By combining a lightweight web framework with vector search and retrieval augmented generation, developers can build intelligent workflow tools that go well beyond simple CRUD apps.
In this code-along webinar, Afi Gbadago, Senior Developer Advocate at MongoDB, will show you how to build a banking workflow application from the ground up using Django, MongoDB, and Voyage AI. You’ll walk through creating a functional web app in Django, wiring up semantic search with MongoDB Atlas Vector Search, and adding RAG capabilities powered by Voyage AI embeddings to automate document-heavy banking tasks. This session is ideal for AI developers looking to apply LLM-backed retrieval to real-world enterprise use cases.
Key Takeaways
- Learn how to build a simple but functional web application with Django to serve as your workflow interface.
- Discover how to implement semantic search and retrieval augmented generation using MongoDB and Voyage AI.
- Get hands-on with a practical banking workflow use case, from document retrieval to automated task handling.



