Sandeep

Enterprise Healthcare AI

Private / NDA

GutBot

A RAG-based conversational assistant backed by AWS Bedrock LLMs, deployed on EC2 for enterprise healthcare use.

Contact for a walkthrough ↗
Developer
Role
Private / NDA
Access

01 — Problem

Enterprise healthcare teams needed a conversational assistant that answers strictly from approved source material rather than an LLM's general knowledge.

02 — Context

Built for enterprise healthcare use, where an assistant asserting something ungrounded is a liability, not just an inconvenience.

03 — System Built

A retrieval-augmented generation assistant backed by AWS Bedrock LLMs, deployed on EC2 for production use.

04 — Engineering

Architecture and deployment details are covered by an NDA with the client — get in touch if you'd like a walkthrough under confidence.

05 — Decisions

Chose AWS Bedrock to keep the LLM layer inside the client's existing AWS security boundary rather than calling an external API.

06 — Result

Deployed to EC2 for enterprise healthcare use.

07 — What I Learned

Working inside an existing AWS Bedrock deployment meant the hard problems were mostly about integration and retrieval quality, not model choice.

08 — Next Iteration

Expanding retrieval coverage as the client's approved document set grows.