Azure AI services contains a broad set of capabilities including text analytics; facial detection, speech and vision recognition; natural language understanding, and more. It also is important to help facilitate this Form Recognizer has it’s own Azure Form Recognizer Studio for this process. 2022/4/22 - Form Recognizer 3. WriteLine ($" Table {i} has {table. The first time you use the Studio, you need to initialize your subscription, resource group, and resource. YutongTie-MSFT 37,551 Reputation points. Azure Form Recognizer. Click the Users blade. json file is present on disk if os. The Studio runs each of the documents through the Layout API. Azure Document Intelligence ( previously known as Form Recognizer) is a cloud service that uses machine learning to analyze text and structured data from your documents. After labelling next step will be creating custom model Azure Form Recognizer. labels. However, when I try to create my own Python application to interact with the Form Recognizer service, I get empty column header content. We are building in . Custom template (formerly custom form) is an easy-to-train document model that accurately extracts labeled key-value pairs, selection marks, tables, regions, and signatures from documents. Form Recognizer doesn't require any further deployment steps. Extract data from new documents. Click the New user button. → Form Recognizer is Azure’s AI service to extract data from scanned forms or documents. The following screenshot from the Form Recognizer Studio shows an example of OCR for Russian text. Forms" and "using System. The Document Intelligence Studio provides and orchestrates all the API calls required to complete your dataset and train your model. In Form Recognizer Studio, we have sample W2 forms preloaded, as you can see here on the left. And then choose the pricing tier. 1 Preview! Form Recognizer is a Cognitive Service that lets you ide. Once you have composed these models, it doesn't. Document Intelligence Studio - Microsoft Azure. Sorted by: 1. 1) The developer moves all the documents needed to train the custom model into Azure Storage account. Here's one possible approach: Save the JSON data downloaded from Form Recognizer Studio to a local file on your computer. Form Recognizer Studio simplifies the use of the service, enabling testing pre-built models, testing pre-trained models, and building and testing custom models. This service maps each piece of extracted data to a field as a key-value pair. Full series information: info here: on Microsoft Learn:-. You can define the keywords as the key and the value you want to extract as the value. Jan 2, 2023, 2:24 AM. This is done to speed up development and again the point is to provide an overview on the technology not an expert. I am trying to extract data from invoices that have one table that can span multiple pages (see image for example) For this task I am using Microsoft's Form Recognizer Studio (Custom Model) version 3. Azure Form Recognizer is an amazing Azure AI Service to extract and analyze form fields document s. Getting started with your connector. It also is important to help facilitate this Form Recognizer has it’s own Azure Form Recognizer Studio for this process. Response was CORS not enabled. If you would like to find out more about using Azure Form Recognizer and Logic Apps to automate document processing, check out my two-part series “Automate document processing with Form Recognizer and Logic Apps”. Once the model is trained in the cloud, download the model file. Getting Started from Azure Form Recognizer. For more information, see Azure Form Recognizer add-on capabilities. Get started with Document Intelligence Studio. This key ingredient is a series of pretrained machine learning models that cover a variety of areas, from text analytics to speech translation. The Form Recognizer March release is a major update that includes many new features our customers have asked for: Customization: The service now supports training with and without labels, which makes it easier for customers to reliably extract valuable information from their forms. 1. If you still face the same issue, you can try to create a new environment and install the Azure Form Recognizer module in the new environment. This step connects the form recognizer studio to ADLS storage/container resource in your subscription to access the training data. I set up an account and I am using the default directory. You need to enable JavaScript to run this app. NET SDK and using DefaultAzureCredential for auth: AnalyzeDocumentOperation operation = await _documentAnalysisClient. It ingests text from forms. 1. 1) Form Recognizer extracts information from forms and images into structured data. To do that, we'll type the following comment sentence: # user form recognizer client to recognize image from myReceiptUrl . To confirm which models could be missing you can use the REST API for all the versions and check the count of all. Azure Form Recognizer, part of Azure Applied AI Services, uses machine learning technology to identify and extract key-value pairs and table data from form documents. Use the "Create a project" command to start the new project configuration wizard. Azure Form Recognizer is an applied AI service to extract texts from images and PDFs. Two different json structures. I'm able to analysis forms I have in a blob container. You can merge as many as 100 custom-built models to. 0 Studio supports training models with any v2. it was working fine but facing issues from the past few days it gives internal server errors. The following screenshot from. Form Recognizer provides a JSON output, we do not yet provide a CSV output. The major additions are Cyrillic, Arabic, and Devnagari scripts and supporting languages. Azure Form Recognizer Python SDK : API calls are successful but the values for key-value pairs are empty (Nonetype) As mentioned above, I created a custom model using form-recognizer studio and calling it with python via SDK. I’ll use the first one because the text and the markings are a little more difficult. When you call the Analyze Form API, you'll receive a 201 (Success) response with an Operation-Location header. You can also try the Train with labels or the Layout API to see if it recognizes the table automatically. Behind Azure Form Recognizer is actually Azure Cognitive Services like Computer Vision Read API. Analyze using connector operation based on your document type and inspect detected fields. I trained a custom model on some PDFs (5 custom tags) using the Form Recognizer web interface. Document Intelligence Studio query field extraction is currently available with the general document model starting with the 2023-07-31 (GA) API and later releases. But I get the same issue. Scroll down and click + Create a project, enter project name and click Continue. Learn about the latest updates in Azure Form Recognizer, including the Form Recognizer v2. Document Intelligence Studio - Microsoft Azure. Form Recognizer extracts information from forms and images into structured data. I just got confirmation from the pm. Form Recognizer’s Layout and Custom template model capabilities also support the same languages. The manual data entry process, which can be time-consuming and prone to human error, can be automated with the help of this tool. Form Recognizer learns the structure of your forms to intelligently extract text and data. Create a project in the Document Intelligence Studio. I uploaded 5 sample invoices and Labeled them. Document Intelligence Studio - Microsoft Azure. Azure AI Document Intelligence enables automated data identification and extraction from your documents. Form Recognizer Studio. For Form Recognizer access only, create a Form Recognizer resource. Start with the SDK QuickStarts for code samples in C#, Python, JavaScript, and Java. It just happens to be the bit that does the actual work . It includes the following options: Layout - Extracts text and table structure from documents using optical character recognition (OCR). Then you must point to the fields in the table by manually creating the columns. Note tables output is included in all parts of the Form Recognizer service – prebuilt, layout and custom in the JSON output pageResults section. Add On Features. Some documents like engineering drawings require a higher resolution input to accurately. As I said I am new to Azure, so I have no idea what to. PDF などの帳票はあちこちに溜まっていますが、構造化データ化がされない事もあります。 それを Azure Logic App + Azure Form Recognizer で JSON 文字列のファイルにします。 Did the repro happen when Form Recognizer Studio was used? (I think it's YES, just double confirm)Or was the customer using their own code to train the model? Have the customer to check their blob and check all of the *. Turn documents into usable data and shift your focus to acting on information rather than compiling it. josn to ensure that they all have valid Layout output (which has ReadResults section) Document Intelligence Studio is an online tool for visually exploring, understanding, and integrating features from the Document Intelligence service into your. To create custom contracts models, you start with configuring your project: Login to the Azure Form Recognizer Studio From the Studio home, select the Custom model card to open the Custom model's page. If you want to copy custom models from one Form Recognizer account to another, you can use the copy option. Below is an example of how you can create a Form Recognizer resource using the CLI: PowerShell. ->login to the subscribed Azur account in Form Recognizer Studio - Microsoft Azure and select layout from document analysis. formula – Detect formulas in documents, such as mathematical equations. Azure AI services is a set of APIs, SDKs and container images that enables developers to integrate ready-made AI directly into their applications. Once the model is trained and the developer is satisfied with the model quality, the model ID is saved for use with the GitHub action. Click the Create button and then provide basic information like the resource group and service name. To better understand the situation, are you using the Prebuilt Invoice model in Azure Form Recognizer Studio or creating a custom model? Have you tried out setting field subtype: currency in FR Studio Custom Model as shown here?. Use the Azure Document Intelligence Studio min. ; Across other Form Recognizer resources that exist in any other supported region. Lotti - Gruppo Finservice @HoucemMEZHOUDI-8102Select the Azure Form Recognizer Studio permission. # Create a new resource group to hold the Form Recognizer resource - # if using an existing resource group, skip this step az group create --name my-resource-group --location westus2. Build intelligent document processing apps using Azure AI services. Generally, if the layout table extracts the result you need, you can skip the labeling process. I am currently trying to set up a Blob Container to hold the pdfs that my Form Recognizer would read. In the two-part series “Automate document processing with Form Recognizer and Logic Apps” you learned how to train custom models in Azure Form Recognizer for extracting key-value pairs from documents and build an end-to-end form processing solution using Form Recognizer, Logic Apps, Azure Cosmos DB, and Power BI. Create a custom project. Setup an Ubuntu VM on Azure. Click on the Containers menu in the. 0 and Refer the Note below from this link. 0. Maui Rivera 0 • Microsoft Employee. It ingests text from forms and documents. Analyze a form. I am calling the Form Recognizer API through the Cognitive Services . Access document fieldsThe Form Recognizer Studio is available to develop Custom Models for specific document types and Composed Models to combine multiple Custom Models. To test the model, go to the Prediction page and upload a test document that you have not yet trained your model on. 0 Microsoft added a browser-based design application called Studio. It is one of the Applied AI services and Cognitive Services which uses Optical Character Recognition (OCR) and Machine Learning (ML) technology to identify and extract key/value pairs and table data from form documents using prebuilt models or create your custom models. Since its preview release in May 2019, Azure Form Recognizer has attracted thousands of customers to extract text, key and value pairs, and tables from. Your update to standard tier should have ideally fixed the issue of not analyzing more than 2 pages. Copy-paste the below code to a file and save with . On the create project dialog, provide a name for your project, optionally a description, and select continue. You need to enable JavaScript to run this app. azure. cognitiveservices. Call pattern for copy model: Authorize the copy operation with the target resource calling authorizeCopy. We'll walk you through using Azure Form Recognizer step-by-step in this article. CREATE FORM RECOGNIZER. Here's the API reference. # Create a new resource group to hold the Form Recognizer resource - # if using an existing resource group, skip this step az group create --name my-resource-group --location westus2. words, selection marks, tables) from documents. Part 1: Create a custom template model in Azure Form Recognizer. You need to enable JavaScript to run this app. Below is an example of how you can create a Form Recognizer resource using the CLI: # Create a new resource group to hold the Form Recognizer resource # If using an existing resource group, skip this step az group create --name <your-resource-name> --location <location>. 2 answers. Once I train the model it only identifies the line items from page 1, it does not consider any line item. You need to enable JavaScript to run this app. Azure AI services contains a broad set of capabilities including text analytics; facial detection, speech and vision recognition; natural language understanding, and more. As I said, I created the custom models in the default directory. Then click the. This is part of the steps mentioned for creation of automation flow in the form-recognizer logic apps documentation. Azure AI Document Intelligence An Azure service that turns documents into usable data. It ingests text from forms, applies machine learning technology to identify keys and tables. Create a Cognitive Service's resource if you plan to access multiple cognitive services under a single endpoint/key. 1) Form Recognizer extracts information from forms and images into structured data. Browse for a file and select a file from the sample dataset that you unzipped in the test folder. Is there any option to add the labels in the form recognizer studio automatically. With the new contract prebuilt model, you can now extract the common fields from any contract with a simple. cs form files outside of visual studio and then adding the existing file. Net 4. I tried with exact same training data on Form Recognizer Studio (3. Option 1: Azure Portal. @Ivan There is a simple tutorial which should take less than hour to complete and check if the capability of power apps and form recognizer could work for you. I just noticed form recognizer only analyzed 2 pages, I found out this is because I was on the free tier, so I upgraded to paid. Form Recognizer import fields to new project. With the Form Recognizer Studio, you can now explore all Form Recognizer capabilities with sample documents or validate results on your documents. → So manually copying from a large amount of document files can be a long or erroneous process. 0 has issue with built in connection. . Seems like the table is not detected automatically with Train without labels, can you please share an image of the table, please remove any PII information. Then choose the Run analysis button to get key/value pairs, text and tables predictions for the form. Select a Resource Group; Pick a Region; Fill in a Name; Select a Pricing Tier. These are the steps to move to prod environment, before that check the steps involved before moving it to prod. Apr 12. In Form Recognizer Studio, we have sample W2 forms preloaded, as you can see here on the left. It is a general question please check following steps and provide detail log if needed: Check your input data: Ensure that the input data you're providing for model training is in the correct format and adheres to the requirements specified by the Form Recognizer service. We don't have the sharing feature for now but product group is working on it. Like mentioned before, you can train the model using Form Recognizer Studio but in this sample all the document and labelling are already provided. Save the code in a file with a . Please sign in to rate this answer. It ingests text from forms. ; At the prompt, use the python command to run the sample. After opening the schema file, I can. Each entry in this collection represents a text block and includes. Form Recognizer analyzes your forms and documents, extracts text and data, maps field relationships as key-value pairs, and returns a structured JSON output. Steps. Within the same Form Recognizer resource. With the new contract prebuilt model, you can now extract the common fields from any contract with a simple API call. Hi @Sriramsubramaniyan Nadarajan , Thanks for using Microsoft Q&A Platform. Go over how the powerful features in AFR can help you explore, analyze and extract key information from documents. You can access the Recognize Text feature as either an Azure resource (the REST API or SDK) or a cognitive-services-recognize-text container. And the second one is a lot clearer, like a screenshot of a digital form. Setting up Azure Form Recognizer resource. So I'm going to start off by talking primarily about the studio first, right? And the studio is essentially the best experience that you can have with form recognizer today. I deleted my original form recognizer resource and created a new one. Form Recognizer analyzes your forms and documents, extracts text and data, maps field relationships as key-value pairs, and returns a structured JSON output. Yes for now I have been working like you said, tagging each line of the table into each row. Click the Create button. Hello All, I am just getting started with the Form Recognizer Studio and have managed to build and train my first model but I am unable to find the Model ID, what is displayed under the ModelID column seems to just be a title/description not the UUID that is then needed in Power Automate or Logic Apps, any ideas how I can quickly and easily. Start by navigating to the Document Intelligence Studio. However, this didn't change the 2 page limit. I am able to add an existing form to a project and see the code and the visual form itself. Search for "Form Recognizer" in the search bar and select the "Form Recognizer" service from the results. Option 2: Azure CLI. I wanted to get this token. @Md Asfaque With form recognizer there is a functionality to copy your custom model to a different region or a different subscription when you provide the target location and subscription details in the copy authorization request. In Form Recognizer Studio, select the top right gear button (Settings), choose the Resources tab and check the Price Tier you're using to analyze the documents. Add the Get blob content step: Search for Azure Blob Storage and select Get blob content. I used pre-built layout model in Form Recognizer Studio, and here is an example screenshot. Provide details and share your research! But avoid. You need to enable JavaScript to run this app. What API version was the model built with in Form Recognizer Studio? If it is one of the preview API versions, then you need to use the DocumentAnalysisClient which was added in the beta SDK versions, such as 3. 1 (have also tried pre-release 4. Some documents like engineering drawings require a higher resolution input to accurately. Vinod Kurpad is back to talk about and demo the newest features from Azure Form Recognizer including document classification capability, updates to existing models like the new query fields based on OpenAI models and key normalization. I have trained a customer model using the form recognizer studio and it was successfull. Azure Form Recognizer is an Azure Cognitive Service focused on using machine learning to identify and extract text, key-value pairs and tables data from documents. 1. 0 votes Report a concern. More than 100 million people use GitHub to discover, fork, and contribute to over 330 million projects. Azure AI Document Intelligence An Azure service that turns documents into usable data. Jul 7, 2023, 7:41 AM. Form Recognizer Toolkit (FRTK) provides a set of components and features to accelerate development based on Form Recognizer service. You need to enable JavaScript to run this app. Enter project details, select the Azure subscription and resource,. You can use the Form Recognizer labeling tool to label the data. Extraction. Choose the subscription, resource group, region, pricing tier, and type the resource name. If you have not created the destination app create it and before going to the next steps. Get it from Target Form Recognizer app>Resource. The document format varies slightly between vendors. In general though you could train a form recognizer model from the labeling tool use the predict API and download the JSON results. Navigate to the Form Recognizer Studio: FormRecognizerStudio (azure. Form Recognizer is part of Azure Applied AI Services. Start with prebuilt models or create custom models tailored. Form Recognizer Studio. Azure Form Recognizer now offers a pre-built version of the service in preview for document extraction as well as the following capabilities in preview: signature detection, hotel receipts processing, and deeper extraction of content from US driver's licenses. Jan 2, 2023, 2:24 AM. Himani Talesara. The W-2 model can handle the different variations in formats to accurately extract the form fields from each document. A single file containing one document. invoice. Form Recognizer examines your documents and forms, extracting text and data, mapping field relationships as key-value pairs, and returning. 1. Dev 0 Reputation points. This is my 1st attempt to use Form Recognizer to process PDF papers. Click the textbox and select the Path property. As the service expands, the REST API has been redesigned for improved usability, the migration guide will help you transition to the new API. AI Document Intelligence is an AI service that applies advanced machine learning to extract text, key-value pairs, tables, and structures from documents automatically and accurately. 1 API when you connect your form recognizer resource by adding the endpoint URL and keys. Is there a method to copy the field names (and type) from one document model to another? Our case is where different vendors have versions of government mandated form. You can find the model ID in the Azure portal or in the Form Recognizer Studio. Choose the Azure region and provide a Name. Could you please help us to understand what level of access/role is needed to create a project in. azurewebsites. Form Recognizer Studio 6m 6s Custom neural model 5m 34s Learn more 2m 22s Start learning today. Part 1: Create a. While other computer vision models can capture text, Form Recognizer also captures the structure of the text, such as key/value pairs and information. Once you have created the user account, you can assign them the. if you want to use the new form recogniser studio you can follow that approach i suggested with tasks and upgrade later. You need to enable JavaScript to run this app. Invoice Automation is a key component for accounts payable processes. I deleted my original form recognizer resource and created a new one. In Form Recognizer Studio, select the top right gear button (Settings), choose the Resources tab and check the Price Tier you're using to analyze the documents. Hi @Abhijeet Pratap Singh . json. Create a project in the Form Recognizer Studio. You need to enable JavaScript to run this app. Form Recognizer learns the structure of your forms to intelligently extract text and data. Form Recognizer Error: Check if you have unexpired read/write/list/delete permission to blob container/blob. Use the "Create a project" command to start the new project configuration wizard. You need to enable JavaScript to run this app. 4. net. However, I'm unable to output the correct results for the tables. Form Recognizer Studio Layout analysis demo . You need to enable JavaScript to run this app. You can use the dictionary you get from the to_dict method directly or convert it to JSON. Start by navigating to the Document Intelligence Studio. Feb 21. Source is the Form Recognizer app which currently holds the model. Create the Form Recognizer resource in the Azure portal. answered Feb 17, 2020 at 9:48. FormRecognizerClient extracts information from forms and images into structured data. Form Recognizer API (v2. Train a custom model in Form Recognizer Studio. Form Recognizer can be used with the REST API as well as the Python, C#, Java, and JavaScript SDKs. . You can use google collab or any local IDE to compile the code. 1 answer. In this example, the user uploads a passport, which is parsed to obtain relevant data that can be used to automatically populates the form fields. So I tried the real stuff for our customer (tagging like 25 documents still as proof of concept). Use Form Recognizer Studio . Image Ref: Form Recognizer Home Page. However, he is unable to create an new project in the Form Recognizer studio. About This Image. It includes the following options: Form - Extracts information from forms (PDFs and images) into structured data based on a model created from a set of representative training forms. If it isn't exactly what you need, then select the auto label button to edit. Select the User type as Guest. This tool lets you test and configure the above-mentioned abilities. Note tables output is included in all parts of the Form Recognizer service – prebuilt, layout and custom in the JSON output pageResults. You can use these three services independently or in various combinations to address different use cases. AI. Azure Form Recognizer is built using Optical Character Recognition (OCR), Text Analytics and Custom Text from Azure Cognitive Services and has custom trained models for things like vaccination cards, passports and tax. Azure AI Document Intelligence. For instance, a loan application form. It's important to note that you can only compose models of the same type. Here are the best practices for. Hi @Paul Andrews , Thanks for using Microsoft Q&A Platform. Double-check that the model ID you are using in your Python code matches the ID of. PowerShell. Form Recognizer は、カスタム モデル、あらかじめ構築されたレシート モデル、Layout API から成ります。 REST API を使用して Form Recognizer モデルを呼び出すことにより、複雑さを軽減し、自分のワークフローやアプリケーションに統合すること. I received a response from Microsoft team on this, The way compose model works seems to be refined on 3. py. ID model updates. To train a custom model for table extraction using Form Recognizer, you can follow these steps: Collect training data: Gather a set of labeled training data that includes examples of the tables you want to extract. Azure AI Document Intelligence An Azure service that turns documents into usable data. Regards, Vasavi-Please kindly accept the answer if you feel helpful to support the community, thanks. Composing a custom model: Once you've trained two or more models, you can see these models in the models tab of Form Recognizer studio. In the next pop-up, choose the appropriate Azure Subscription and Rescource group where you created your Azure Form recognizer Resource, choose the latest API version from the. The layout response for each of the sample files in the dataset is added as {file}. The tool applies tags in bounding. How do i make use of draw region preview feature of form recognizer which is available in fott tool. The latest generally available Azure Form Recognizer prebuilt models and languages with our friend Vinod Kurpad!Chapters:0:00 Livestream begins00:15 Welcome. Hi There We are using pdf documents to label it using Form recognizer Studio. The solution to this problem is to add an slash "/" when making a new project on the "Folder path" settings. Unfortunately as mentioned before, it’s not possible to export the image with the Bounding Boxes directly from Form Recognizer Studio in order to see the results our model got. Below is an example of how you can create a Form Recognizer resource using the CLI: # Create a new resource group to hold the Form Recognizer resource # If using an existing resource group, skip this step az group create --name <your-resource-name> --location <location>. 0. Document Intelligence Studio - Microsoft Azure. Updates for Azure Form Recognizer. In a previous post, Introducing Form Recognizer client library: AI-powered document extraction, we introduced the Form Recognizer client libraries as powerful tools which allow you to extract data from documents and leverage the document understanding technology offered through Azure Cognitive Services. Form Recognizer is used to automate the data processing in applications and workflows, enhance data-driven strategies, and enrich document search capabilities. I've setup a new resource group in which I have the Form recognizer and a storage account. If you are looking something like this please visit this document to know. Once you have created the user account, you can assign them the following roles to allow them to train models and upload or delete files for training the model: Form Recognizer Contributor; Form Recognizer Reader;Thanks for contributing an answer to Stack Overflow! Please be sure to answer the question. Integrate Form Recognizer capabilities into your apps using pre-trained or custom models Quickstart: Document Translation. Azure の Cognitive Services の中のひとつ、Form Recognizer をサクッと試せるツール Form OCR Testing Tool のセットアップ方法のメモです。 実際に使ってどれくらいの精度でるんやろってのがみたいところですが、それは分析した請求書といったフォームへの依存が強い可能性もあるので触れません。自分が. Form Recognizer Studio . Azure Form Recognizer Studio: Custom Classification Models - Training Failing I've been experimenting with the Form Recognizer Studio's Custom Classification Models. Document Intelligence Studio - prebuilt contract. The first one is an image scan from a paper form, which you can see from the scanned text. The Professional Awards have been phased out and we are pleased to introduce the new HR Spotlight. Document Intelligence Studio - Microsoft Azure. I did what you suggested and it did recognize the table. The Azure Form Recognizer SDK for Python provides helper methods like to_dict and from_dict on the models to facilitate converting the data type in the library to and from a dictionary. These training files can be created and labeled through Form Recognizer Studio, see more information about how to create your training dataset in Building a training dataset. You can also use the Form Recognizer client library or REST API. Location. Hi, yes, if you want to use the currently available form recognizer task in logic apps you will need to use fott-2-1. Try the new barcode extraction in the Form Recognizer Studio. Azure AI Document Intelligence. One of my Team member who has the reader access to the resource group where Form Recognizer Resource and the Blob Storage Account Resource are created. wait_sec is changed from 25s to 1000s. The model worked fine last week but it failed all of a sudden this week. Model compose allows you to compose up to 100 models, hence one analyze call can process many type of forms - form type classification will be done automatically for you. For testing, I made a project with a few documents, then I train them using neural model. Unfortunately, the auto-label table functionality in Form Recognizer currently only supports single-page tables. Azure Form Recognizer is an applied AI service to extract texts from images and PDFs. Option 1: Azure portal. Hi, yes, if you want to use the currently available form recognizer task in logic apps you will need to use fott-2-1. The best option I found until today is to retrain the model giving the same name/modelId, then in the list it override the old model, but if you try to delete this new generated model, the failed one comes back to list. One benefit of using Form Recognizer is the ability to create your own custom model based on documents specific to your business needs.