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AI Retrieval-Augmented Generation (RAG) Basics for Everyday Work

AI Skill Booster

Important note: This training may demonstrate AI tools that are not approved for use with Stanford data. Inclusion in this session does not imply institutional approval. Participants should refrain from entering Stanford data into unapproved tools. An up-to-date list of approved and reviewed tools is available on the GenAI Evaluation Matrix page.

Code Date Delivery Cost
ITSB-1042
  • Fri Jun 12, 9:00 am to 10:30 am
Live Online : 1 session $150

Before each live online session, Tech Training will provide a Zoom link for live online classes, along with any required class materials.

Explore how Retrieval-Augmented Generation (RAG) enables AI to answer questions from your own documents, and practice building a simple document assistant in ChatGPT without writing code.

Program Description

Pre-requisite: Basic familiarity with AI and LLMs

Powerful AI solutions are no longer limited to technical teams. In this fast-paced 90-minute workshop, participants explore the fundamentals of Retrieval-Augmented Generation (RAG) and how it enables AI to answer questions using your own documents instead of the public internet. The session focuses on practical, easy-to-understand concepts: how RAG works, why it improves accuracy, how AI retrieves information from documents, and how to create a simple RAG-style assistant using tools like ChatGPT -- without writing a single line of code.

Participants will have the opportunity to see how private, document-grounded AI assistants can support everyday business tasks such as internal knowledge search, HR support, onboarding, and sales enablement.

Learning Objectives

Learners will have the opportunity to:
1. Practice explaining the 4-step RAG workflow and its business value
2. Explore how AI can answer questions using your organization's documents
3. Experiment with creating a basic RAG-style assistant in ChatGPT
4. Explore practical use cases for private, document-grounded AI in everyday work
 

Topic Outline

Topics
The RAG Blueprint for Business
- Why general AI sometimes produces inaccurate or fabricated responses
- How RAG improves accuracy by using your documents
- The simple 4-step flow: Ask, Retrieve, Use, Answer

How AI Uses Your Documents
- How AI reads PDFs, Word files, and text documents
- Why breaking long documents into smaller sections improves clarity
- How AI organizes information behind the scenes

Creating a Simple RAG-Style Assistant in ChatGPT
- What a private document assistant can and cannot do
- How to give the assistant rules, such as: use only uploaded documents; if the answer is not in the documents, say so

RAG Demo
- Build a basic custom application using uploaded documents
- Test it with real questions

Prerequisites

Pre-requisite: Basic familiarity with AI and LLMs

Custom training workshops are available for this program

Technology training sessions structured around individual or group learning objectives. Learn more about custom training

Special Group Rates

For groups of 5 or more within the same team or department, special rates are available. Please contact techtraining@stanford.edu for more details.


University IT Technology Training sessions are available to a wide range of participants, including Stanford University staff, faculty, students, and employees of Stanford Hospitals & Clinics, such as Stanford Health Care, Stanford Health Care Tri-Valley, Stanford Medicine Partners, and Stanford Medicine Children's Health.

Additionally, some of these programs are open to interested individuals not affiliated with Stanford, allowing for broader community engagement and learning opportunities.