Mastering Azure AI Document Intelligence: Unifying Multiple Models for Optimal Performance

Dive deep into the world of Azure AI and discover how merging multiple models can elevate your document management game. This comprehensive guide will provide insights into the art of combining Document Intelligence models, the nuances of form variations, and a detailed walkthrough of the merging process. By the end, you'll be well-versed in optimizing your workflow and ensuring consistent data extraction.

Introduction: The Art of Model Merging

In today's digital age, managing diverse form versions or structures that house the same data can be a daunting task. However, with Azure AI Document Intelligence Studio, this process is simplified by merging models, ensuring a smooth data extraction journey. In this article, we'll delve into:

  • The essence of merging models in Azure AI.
  • Recognizing and handling form variations.
  • The step-by-step guide to model merging.

Crafting Custom Models with Precision

The video tutorial commences by showcasing the creation of a bespoke document intelligence model tailored for patient registration forms. By meticulously defining the required fields and annotating the data, the model is primed for perfection. The brilliance of this approach lies in the ability to forge two separate template models for identical document types. These models are then amalgamated to birth a unified model, adept at processing both patient registration form blueprints.

The Advantages of Model Composition

Merging models in Azure AI offers a myriad of benefits:

  • Adaptability: Seamlessly integrate new form templates as and when needed. 
  • Time-Efficiency: Bypass the need to train every form from the ground up.
  • Holistic Processing: The amalgamated model adeptly extracts pivotal data from both form blueprints, irrespective of their individual formats.

Seamless Integration with FabSoft's Automation Driver

A standout feature highlighted in the video is the seamless integration of the merged patient registration model with FabSoft's Desktop Automation Driver. This synergy facilitates the birth of a workflow where, upon submission of a patient registration form, the Azure Document Intelligence model springs into action, extracting vital data. This extracted data is then funneled into a Microsoft PowerApps flow, culminating in the population of an Excel datasheet housed in SharePoint.

Key Insights

  • Streamlined Data Extraction: Azure AI's document intelligence model is a beacon of efficient data extraction and organization.
  • Simplified Desktop Automation: With the intelligence model at its core, the automation driver's task is simplified, ensuring optimal performance.
  • Versatility in Document Handling: The merged document intelligence model is a maestro at handling diverse formats of the same document type, streamlining the workflow process.


Azure AI Document Intelligence Studio, when paired with FabSoft's Desktop Automation Driver and Microsoft PowerApps, emerges as a formidable force in the realm of document processing. This trio not only paves the way for time-saving but also minimizes manual intervention, heralding a new era of automated and efficient document management. For a more immersive visual experience, explore the video tutorial here. If automation is your calling, delve deeper into its intricacies with these enlightening resources.

Experience the power of automation like never before with our DeskConnect / Desktop Automation Driver from a company that has been an innovator in this technology for over 30 years. We invite you to explore its capabilities with a complimentary 30-day trial. After the trial period, continue to enjoy the benefits of our technology at a nominal rate of $29 per month per user.

To get started, choose from one of our three try for free platforms:

  1. FabSoft Direct: Download and try directly from the product page.

  1. Microsoft App Source: A convenient platform that allows you to purchase our product with just a few clicks using your credit card.

  2. Microsoft Marketplace: Seamlessly use your Azure subscriptions center to acquire our product.

For any queries or assistance, don't hesitate to contact us. We're here to help you make the most of your automation journey.

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