> ## Documentation Index
> Fetch the complete documentation index at: https://devdocs-shaunak-branch.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Introduction

<Warning>This content is currently WIP. Diagrams, content, and structure are subject to change.</Warning>

## Introduction

The C3 AI GenAI application provides enterprise-grade generative AI capabilities that can be integrated into existing business processes and applications. By leveraging large language models (LLMs), vector databases, and basic retrieval techniques, the application enables organizations to build AI assistants and knowledge bases.

## Key Features in Version 8.6

* **Basic Text Generation**: Generate text-based content using LLMs
* **Simple Document Retrieval**: Basic document search and retrieval
* **Basic Security**: Standard authentication and authorization
* **Simple Chat Interface**: Basic conversational UI
* **Prompt Library**: Collection of example prompts
* **Basic Monitoring**: Simple usage tracking

## Key GenAI Terms

| Term                           | Definition                                                                      |
| ------------------------------ | ------------------------------------------------------------------------------- |
| Large Language Model (LLM)     | AI model trained on vast amounts of text data that can generate human-like text |
| Embedding                      | Vector representation of text that captures semantic meaning                    |
| Vector Database                | Specialized database for storing and querying vector embeddings                 |
| Retrieval-Augmented Generation | Technique that enhances LLM outputs by retrieving relevant context              |
| Prompt Engineering             | Process of designing effective prompts to guide LLM behavior                    |
| Fine-tuning                    | Process of adapting a pre-trained model to specific tasks or domains            |

## Getting Started

To get started with the C3 AI GenAI application, see the following sections:

* [Data Model Overview](./data-model/overview)
* [Setting Up a Test App](./setup/test-app)
* [Application Logic](./application-logic/retrieval-augmented-generation)