> ## Documentation Index
> Fetch the complete documentation index at: https://koreai-ai-for-work-dev.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Manage OCR Models

> Configure Docling and Azure Doc Intelligence engines for the Doc Intelligence Node, including deployment, resource allocation, and connection management.

Configure the document-processing engines that power the Doc Intelligence Node. Supported engines—**Docling** and **Azure Doc Intelligence**—enable text extraction, layout understanding, and structured data output.

Each engine must be configured on this page before it appears as an option in the Doc Intelligence Node.

## Docling

Docling provides AI-powered document extraction for text, layout, and structured data. You can create multiple deployments.

### Deploy a model

1. Go to **Settings → Manage Models → OCR**.
2. Click **Deploy a Model**.
3. Enter a unique deployment name and an optional description.
4. Select a language. English (`en`) is selected by default. You can add one additional language to improve model performance.
5. Configure resource allocation:
   * Minimum and maximum replicas.
   * Auto-scaling threshold.
   * Hardware type.
6. Review the configuration, accept the terms and conditions, and click **Deploy**.

Once deployment completes, the model appears in the **Deployed** list and is available in the Doc Intelligence Node.

<img src="https://mintcdn.com/koreai-ai-for-work-dev/BjjQxrg4XaWiLWYF/ai-for-process/settings/images/ocr_manage_docling.png?fit=max&auto=format&n=BjjQxrg4XaWiLWYF&q=85&s=e58a9f3f25c61e0fd7a3bb437ffcdbd6" alt="Manage OCR – Docling" width="1920" height="716" data-path="ai-for-process/settings/images/ocr_manage_docling.png" />

### Manage deployments

Click any deployment row to open its details across three panels:

**Overview** — Shows deployment status and configuration: name, language, scaling parameters, and hardware resources.

<img src="https://mintcdn.com/koreai-ai-for-work-dev/BjjQxrg4XaWiLWYF/ai-for-process/settings/images/ocr_overview.png?fit=max&auto=format&n=BjjQxrg4XaWiLWYF&q=85&s=2dee4689b84c310bccad6a829aa2b725" alt="Deployment overview" width="1920" height="661" data-path="ai-for-process/settings/images/ocr_overview.png" />

**Deployment history** — Lists all past and current deployment versions with status, timestamps, and ownership. Expand an entry to view lifecycle details such as deployment and undeployment events.

<img src="https://mintcdn.com/koreai-ai-for-work-dev/BjjQxrg4XaWiLWYF/ai-for-process/settings/images/ocr_deployment_history.png?fit=max&auto=format&n=BjjQxrg4XaWiLWYF&q=85&s=b55e8dd49a7911eab47a0023c04891c6" alt="Deployment history" width="1920" height="818" data-path="ai-for-process/settings/images/ocr_deployment_history.png" />

**Configurations** — Manage the deployment lifecycle:

* **Undeploy**: Deactivates the model. Once undeployed, it is unavailable to workflows.
* **Delete**: Removes the configuration. Available only after the deployment is undeployed.

<img src="https://mintcdn.com/koreai-ai-for-work-dev/BjjQxrg4XaWiLWYF/ai-for-process/settings/images/ocr_configurations.png?fit=max&auto=format&n=BjjQxrg4XaWiLWYF&q=85&s=922c4a1e248ceb666a4d52a5dcb58ec6" alt="Docling configurations" width="1920" height="742" data-path="ai-for-process/settings/images/ocr_configurations.png" />

## Azure Doc Intelligence

Connect external Azure document-processing models for use in the Doc Intelligence Node. You can add and manage multiple Azure connections.

### Add a connection

1. Go to **Settings → Manage Models → OCR → Azure doc**.
2. Click **Add a Connection**.
3. Enter the required details:
   * **Connection Name** (must be unique).
   * **Base URL**.
   * **API Key**.
4. The system validates the API key and checks for duplicate names.
5. After validation, click **Save**.

A confirmation message appears, and the connection is added to the list.

### Manage connections

From the connection list:

* **Enable or disable**: Toggle the switch next to a connection.
* **Delete**: Click the delete icon and confirm to permanently remove the connection.

<img src="https://mintcdn.com/koreai-ai-for-work-dev/BjjQxrg4XaWiLWYF/ai-for-process/settings/images/ocr_manage_azuredoc.png?fit=max&auto=format&n=BjjQxrg4XaWiLWYF&q=85&s=9685093f317c77c2c0242b44e31459ac" alt="Manage OCR – Azure Doc" width="1920" height="573" data-path="ai-for-process/settings/images/ocr_manage_azuredoc.png" />
