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

# Merchandise Demand Forecasting

Athena makes merchandise demand forecasting straightforward by utilizing AI-first Athena Notebooks to assess historical sales data. Eliminate the need to code and use visualize sales trends and identify which products are in high demand, enabling effective inventory management and strategic planning.

For the Formula 1 Red Bull Racing team, forecasting the demand for car parts is essential. By analyzing past sales data of critical components such as tires and engines, the team can predict future needs and adjust their inventory accordingly. This proactive approach minimizes downtime during races and ensures the team is prepared for each event, contributing to their competitive edge.

<Frame caption="Merchandise Demand Forecasting using Athena">
  <iframe title="vimeo-player" src="https://player.vimeo.com/video/1134647720?h=b6853ab83c" width="640" height="360" frameborder="0" referrerpolicy="strict-origin-when-cross-origin" allow="autoplay; fullscreen; picture-in-picture; clipboard-write; encrypted-media; web-share" allowfullscreen />
</Frame>

## Step-by-step Instructions

<Steps>
  <Step title="Add your dataset">
    Go to **[Spaces](https://app.athenaintel.com/dashboard/spaces/)**. Click on the **+ -> Upload** button on the top left and upload your dataset into Athena.

    <Frame>
      <img src="https://mintcdn.com/athenaintelligence-e46bc9d3/V53OSPi_kGPQxNg3/images/upload.png?fit=max&auto=format&n=V53OSPi_kGPQxNg3&q=85&s=52841e353d2f15fd4cb6b46b82ff075d" width="968" height="570" data-path="images/upload.png" />
    </Frame>
  </Step>

  <Step title="Enter the Prompt">
    In the **Chat** interface, enter the following prompt and press **Enter**.

    <CodeBlock>
      Load @your-dataset-name inside a new Notebook and perform a comprehensive Merchandise Demand Forecasting on it.
    </CodeBlock>

    <Tip>Make sure that the **Assist** persona is selected and click on the **Toolkits** button to select the **Notebook** toolkit.</Tip>

    <Frame>
      <img src="https://mintcdn.com/athenaintelligence-e46bc9d3/90btWVz9KlRtRqc4/images/mdf-step2.png?fit=max&auto=format&n=90btWVz9KlRtRqc4&q=85&s=8a002576f7a805f2c44ef2e1c30cfba8" width="1754" height="742" data-path="images/mdf-step2.png" />
    </Frame>
  </Step>

  <Step title="Analyse results">
    The Notebook will be created with a complete forecast of merchandise demand. You can modify it by prompting Athena to do so.

    <Frame>
      <img src="https://mintcdn.com/athenaintelligence-e46bc9d3/90btWVz9KlRtRqc4/images/mdf-step3.png?fit=max&auto=format&n=90btWVz9KlRtRqc4&q=85&s=4129d25bb2a308b0ad54004cbdc48fe1" width="3456" height="1984" data-path="images/mdf-step3.png" />
    </Frame>
  </Step>
</Steps>