---
title: "Dataset Input"
slug: "dataset-input"
updated: 2025-05-21T11:11:47Z
published: 2025-05-21T11:11:47Z
canonical: "help.csgi.com/dataset-input"
---

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

# Dataset Input

### Dataset Input

**Uploading and Processing Billing Data**: The Dataset Input feature allows businesses to upload billing statements and leverage AI to detect bill sections and tax-related items automatically. This streamlines content structuring, ensuring billing explanations are clear and accurate.

![](https://cdn.document360.io/c578bb14-e570-4b6e-93ed-f6c5b8a2d8a1/Images/Documentation/Upload Metadata.gif?sv=2026-02-06&spr=https&st=2026-10-26T13%3A18%3A52Z&se=2026-10-26T14%3A18%3A52Z&sr=c&sp=r&sig=zrC4KCpQORjXV7Clf4KxuMPOLd%2Be8uRFgY%2F2rbWbkJo%3D)

#### Uploading Billing Data

**Prerequisite** - Before using the Dataset Input feature, ensure users have a sample billing statement or a bill structure file ready for upload. The file should be well-formatted and include the necessary billing details to help the system accurately detect sections and tax-related items, reducing the need for manual corrections.

![](https://cdn.document360.io/c578bb14-e570-4b6e-93ed-f6c5b8a2d8a1/Images/Documentation/2025-02-27_14-09-54.png?sv=2026-02-06&spr=https&st=2026-10-26T13%3A18%3A52Z&se=2026-10-26T14%3A18%3A52Z&sr=c&sp=r&sig=zrC4KCpQORjXV7Clf4KxuMPOLd%2Be8uRFgY%2F2rbWbkJo%3D)

- In the **Studio Module**, navigate to **Billing Content** and select the **Add** button located below **Dataset Input** to upload the file.
- Upload sample invoice files or a bill structure file.
- Use the drag-and-drop feature or browse the file via the file explorer.
- Click **Upload and Process Now** for processing the dataset and section identification.

> [!NOTE]
> The supported file formats are PDF and XML, with a maximum file size of 500 megabytes (MB).

#### Dataset Processing and Section Identification

![](https://cdn.document360.io/c578bb14-e570-4b6e-93ed-f6c5b8a2d8a1/Images/Documentation/2025-02-27_13-43-50.png?sv=2026-02-06&spr=https&st=2026-10-26T13%3A18%3A52Z&se=2026-10-26T14%3A18%3A52Z&sr=c&sp=r&sig=zrC4KCpQORjXV7Clf4KxuMPOLd%2Be8uRFgY%2F2rbWbkJo%3D)

The detected sections are displayed in a side panel, where users can:

- Navigate through the detected **Sections** and **Bill Items** using the left-hand side panel and review each one.
- Identify new sections, which are clearly marked as “**New**” to differentiate them from pre-existing ones.
- Manually review and delete any identified items that are incorrectly categorized as sections.
- Click “**Add New**” to integrate valid sections into Bill Explainer or discard unnecessary ones.

By leveraging AI, this feature helps businesses ensure billing statements are well-structured, accurate, and easy to understand reducing the need for manual data entry.