Parasol Insurance AI Workshop

Parasol Insurance lab Overview

This lab will illustrate how the use of various AI/ML technologies can be combined to produce a valuable solution to a business problem.

The information, code, models and techniques it contains are illustrations of what an AI-enhanced application first prototype could look like. It is not the definitive way of addressing the stated requirements.

Disclaimer

This lab is an example of what a customer could build using Red Hat OpenShift AI. Red Hat OpenShift AI itself has no specific feature related to Insurance Claim Processing.

This lab makes use of large language models (LLM) and image processing models. These models are not included in the Red Hat OpenShift AI product. They are provided as a convenience for this lab.

The quality of these models is enough for a prototype. Choosing the right model to use in a production environment is a complex task that requires a lot of experimentation and tuning. This lab does not cover this aspect.

Timetable

This is a tentative timetable for the materials that will be presented.

Name Duration Type Description

Background

5

Presentation

  • We describe what the desired end state looks like.

  • Describe overall user experience and underlying architecture.

  • Share mockups for better visualization

Connection and Setup

5

Hands-On

  • Attendees get connected

  • help validate environment health

  • access the playpen project

LLM

20

Hands-On

  • summarization check

  • sentiment check

  • Model Comparison check and choice

  • prompt engineering exercise

  • confidence-check pipeline

Image Processing

20

Hands-On

  • car recognition checks

  • re-training exercise

  • model deployment

Web App

20

Hands-On

  • deployment

  • update

  • RAG

Productization

5

Presentation + discussion

  • What else could we add that would have value?

  • What else could we do following the same patterns?

Contributing

If you are interested in contributing to this project, consult this GitHub Repo: https://github.com/rh-aiservices-bu/parasol-insurance/