> ## 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 KumoRFM — instant predictions on relational data without model training

**KumoRFM is a pre-trained relational foundation model** that generates high-quality predictions directly from your data — no training required. It learns from your existing relational data at query time using in-context learning, enabling fast, production-ready predictions with minimal setup.

Prediction tasks are defined using **Predictive Query Language (PQL)**, a lightweight SQL-like interface. You can also use the [Kumo Coding Agent](https://github.com/kumo-ai/kumo-coding-agent) to translate natural language into PQL and iterate on workflows directly in your IDE.

<Info>
  Try the [Pre-Trained Quick Start Notebook](https://colab.research.google.com/drive/1v4eQbYmw3xWXX9gT7gPwtEtZU_15YXDH) on Google Colab — run end-to-end with your API key.
</Info>

The KumoRFM SDK workflow follows these steps:

<CardGroup cols={2}>
  <Card title="Setup" icon="screwdriver-wrench" href="/rfm/sdk-getting-started">
    Install the SDK, authenticate, and connect to your data sources.
  </Card>

  <Card title="Environment Setup" icon="laptop-code" href="/rfm/setup/jupyter-vscode">
    Configure your notebook or editor environment for agent-assisted work.
  </Card>

  <Card title="Data & Graph" icon="database" href="/rfm/graph-creation">
    Load tables, define data types, and build a relational graph.
  </Card>

  <Card title="Predictions & Queries" icon="code" href="/rfm/make-predictions">
    Write PQL queries and generate instant predictions.
  </Card>

  <Card title="Evaluation & Explainability" icon="chart-line" href="/rfm/evaluation">
    Evaluate prediction quality and understand what drives results.
  </Card>

  <Card title="Examples" icon="flask" href="/rfm/examples/relbench">
    Benchmark against RelBench and explore end-to-end examples.
  </Card>
</CardGroup>
