Azure Document Intelligence in Foundry Tools

In the Ultra Transcenders books

AI-901AI-103

Each book explains Azure Document Intelligence in Foundry Tools in context, with comparison tables and the common traps.

Terms in this definition

• Chat message roles

  Labels on chat messages: instructions go under system, the person's input under user, the model's previous answers under assistant, and results returned by a called tool under tool (or function).

• CRUD

  Shorthand for create, read, update and delete, the four basic things you do with data. Data-plane roles in Azure Cosmos DB, for instance, authorise those operations on items.

Related terms

• Composed model

  Single model ID in Document Intelligence that bundles as many as 500 custom extraction models; from v4.0 (2024-11-30), a classifier you train explicitly decides which model handles each document.

• Contract model

  Prebuilt Document Intelligence model that pulls fields out of contracts, among them Title, Contract ID, Parties and Jurisdictions.

• Custom classification model

  Document Intelligence model, trained on two or more document types, that sorts and splits incoming files by type ahead of extraction; you apply confidence thresholds to what it returns.

• Custom extraction model

  Trained on your labelled documents, sometimes only five of them, to extract the fields you specify; Document Intelligence offers it as either custom neural or custom template.

• Custom neural model

  Custom extraction model in Document Intelligence based on deep learning that copes with differing layouts of the same document type, structured or semi-structured; Microsoft recommends starting with it rather than custom template.

• Custom template model

  Custom extraction model in Document Intelligence for documents with one fixed layout, trained in 1-5 minutes; any variation in layout calls for a separate model.

• Custom Web API skill

  Azure AI Search skill (Microsoft.Skills.Custom.WebApiSkill) that sends enrichment calls to an HTTP endpoint you supply in uri, for example an Azure Function fronting a Document Intelligence model. Setting a context that ends in /* makes it run per item.

• Document Intelligence add-on capabilities

  Extra Document Intelligence options switched on with the features query parameter: barcodes, formulas, keyValuePairs, languages, ocrHighResolution, queryFields and styleFont.