What to consider when choosing best file format for scans for custom model.
Hello, We have been using a custom model to parse text form scans. We have noticed that the file format of the scans can actually have a significant impact on the OCR itself. Handwritten text within fields can often be recognized as different characters.…
Azure AI Document Intelligence
Classifier for Custom Forms and Wage Stubs
I'd like to train a custom classifier to categorize several documents, including some forms with predefined format. Among input document types, we also have wage stubs that need to be classified as such. However, training a classifier on wage stubs is…
Azure AI Document Intelligence
What are the best practices for integrating AI services into my application?
I'm currently developing a web application that aims to enhance user engagement through interactive features. I want to implement an AI-driven question assistance tool similar to Microsoft's Q&A Assist. Here are the specific challenges I'm facing:…
Azure AI Document Intelligence

Azure Document Intelligence - Can't get High Resolution to Run (SDK Example doesn't work).
.NET(v4.0)/Quickstarts/Samples/Sample_AddOnCapabilities_ExtractHighResolution.cs // Specify DocumentAnalysisFeature.OcrHighResolution as the analysis features var features = new List<DocumentAnalysisFeature> {…
Azure AI Document Intelligence
Custom Model Not Extracting Correct Data from Scorecard PDFs
While training a custom model for scorecard PDFs, the output is inconsistent. Despite providing correctly labeled training data, the model often fails to pick values, sometimes extracts no data, or retrieves incorrect data. Issue persists across multiple…
Azure AI Document Intelligence
Azure Content Understanding Classifier Support Confidence Scores?
We're testing the 2025-05-01-preview classifier, and it's working well, but there’s no confidence score in the classification/splitting output. Is this expected? And is there a roadmap to include per-category confidence like Document Intelligence has for…
Azure AI Document Intelligence
Document Intelligence Training model InternalServerError: An unexpected error occurred.
Hi, I tried 3x to train a custom extraction model on Azure Document Intelligence but everytime I got this error message: InternalServerError: An unexpected error occurred.
Azure AI Document Intelligence

I got this error while training a custom classification model , i have the blob contributer access and storage blob data contributer access . I put the content in the blob container and folder. My model automatically fetch the data that is stored in blob.
I got this error while training a custom classification model , i have the blob contributer access and storage blob data contributer access . I put the content in the blob container and folder. My model automatically fetch the data that is stored in…
Azure AI Document Intelligence

azure ai content understanding custom analyzer is not showing from portal with python sdk.
Hi Team, I am trying to Build a retrieval-augmented generation solution with Azure AI Content understanding with Python, and I have been following every step from…
Azure AI Document Intelligence

How to distinguish handwritting vs printed text, and be able to understand where the handwritting is placed?
Our company has these scanned invoices/delivery notes. Content Understanding is super good at picking up the tables and extracting everything perfectly. However, sometimes the documents themselves have something wrong or need additional notes, so some…
Azure AI Document Intelligence
Error in Document Intelligence Studio after clicking on try out
Hi, after clicking on get started in document intelligence studio of the customer extraction model i get the following error Failed to initialize authentication with below error. Please try again or contact support. Error details: AADSTS5000225: This…
Azure AI Document Intelligence
Docker deployment of azure-cognitive-services form-recognizer read-4.0 trouble with API 2024.11.30
I have problem with local deploymnet of azure-cognitive-services/form-recognizer/read-4.0. I deployed docker image and container, it runs okay. But when i try to connect to it using latest api version …
Azure AI Document Intelligence

AI Foundry Populate a Microsoft Word Template
I am trying to build an agent in Azure AI Foundry. I want the agent to populate a pre defined Microsoft Word Template. I am unsure of how to do this. I want to give the agent a large string of text and have the agent populate the word template…
Azure AI Document Intelligence
Different HTR Performance on Forms with Spanish instructions vs English instructions
We have a custom model to parse data from forms with English instructions and forms with Spanish instructions. For forms in both languages, the model does a good job of recognizing the fields we trained it to find. But strangely we have noticed the…
Azure AI Document Intelligence
Custom extraction model can’t improve table detection when Layout model fails
Hi, I’m working with Azure Document Intelligence (Custom Extraction Model) and running into a limitation around table detection. The Layout model sometimes fails to detect tables in my documents (e.g., transaction listings). I tried to use Custom…
Azure AI Document Intelligence
Access and Configure Azure AI Document Intelligence from On Premise Network
We have configured document intelligence in our organization cloud subscription. We have setup vnet for document intelligence and created private endpoints as well also selected the network settings only private network and selected IP. Now while…
Azure AI Document Intelligence
Improving Scientific Notation Accuracy with Azure Document Intelligence Layout Model
We’re currently using Azure Document Intelligence’s Prebuilt Layout model to extract content from structured documents. It works well for layout and structure, but it does not accurately preserve scientific notations. For example, expressions like 2.0 ×…
Azure AI Document Intelligence
Why does DocumentIntelligenceAdministrationClient.GetModel return not found (404) for composed models?
In V4 Document Intelligence API version 2024-11-30, when calling DocumentIntelligenceAdministrationClient.GetModel, if we pass the modelId of a composed model, it gives us 404 - resource not found. We have tried both the .NET SDK and the REST API, same…
Azure AI Document Intelligence
Why does the DocumentIntelligenceAdministrationClient GetModel method not return any information for either BlobFileListSource or BlobSource? The DocumentModelDetails contains null values for these fields in the query results.
In V4 Document Intelligence API version 2024-11-30, when calling DocumentIntelligenceAdministrationClient.GetModel, the returned DocumentModelDetails object does not contain any information for either BlobFileListSource or BlobSource. This information…
Azure AI Document Intelligence
How to handle an identifier being repeated on each page when training a custom extraction model?
We have documents that contain an identifier/number at the bottom right of each page. If we annotate it only on the first page, I am concerned that the model will treat the other pages as negative examples. My understanding is that each word is…