> ## Documentation Index
> Fetch the complete documentation index at: https://kumo.ai/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# Introduction

> Get started with the KumoRFM Fine-Tuning Platform — train and deploy models through the web UI

**The KumoRFM Fine-Tuning Platform** is Kumo's managed web interface for training, evaluating, and deploying graph neural network models on relational data. Connect your data warehouse, define predictive queries, train models, and generate batch predictions — all through the UI without writing code.

For SDK-based workflows, see the [KumoRFM Fine-Tuning SDK](/fine-tuning/introduction) or [KumoRFM SDK](/rfm/introduction) instead.

The platform workflow follows these steps:

<CardGroup cols={2}>
  <Card title="Connect Data" icon="plug" href="/data-connectors">
    Connect to S3, BigQuery, Snowflake, Databricks, or upload local data.
  </Card>

  <Card title="Train Model" icon="brain" href="/predictive-query">
    Write predictive queries, configure model settings, and train.
  </Card>

  <Card title="Run Models" icon="play" href="/batch-prediction">
    Generate batch predictions and export results.
  </Card>

  <Card title="Admin & Setup" icon="gear" href="/quotas-and-limits">
    Manage quotas, security, deployment options, and SSO.
  </Card>
</CardGroup>