Document & Content

Enterprise Document Processing

Processes enterprise documents with page-based document handling, language understanding and optional retrieval for higher-accuracy workflows.

Shows how document workflows combine provider-native page processing with downstream model analysis. Standard and High Accuracy designs make additional retrieval, reranking and reasoning steps explicit while preserving document pages as a first-class workload quantity.

DocumentsDocument ProcessingRetrievalReasoning
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Design variants

The same solution, implemented 2 ways. Choosing one changes the workflow and dependencies described below; it does not calculate anything.

How it works

4 operations and 6 activities, in the order they run. Expand an operation to see its activities.

  1. Parse the inbound document into text and structure, then form a compact understanding of it.

  2. Decide what kind of business document this is, which is what tells extraction what to look for.

  3. Pull the fields the document class calls for, then normalize them into the canonical shape.

  4. Produce the structured result and a short explanation of how it was arrived at.

What this solution uses

For Standard Processing. An activity that calls a model and a service appears in both groups.

AI / model work4

  • Model Document UnderstandingUnderstand DocumentDefault: Ctxdex Intelligence 4 Fast
  • Model ClassificationClassify DocumentDefault: Ctxdex Intelligence 4 Fast
  • Model Field ExtractionExtract Structured FieldsDefault: Ctxdex Intelligence 4 Fast
  • Model Result GenerationGenerate Structured ResultDefault: Ctxdex Intelligence 4 Fast

Services1

  • Document Processing ServiceIngest and Parse DocumentDefault: Ctxdex Enterprise Document 1

Application / workflow work1

  • Deterministic NormalizationNormalize Extracted Result

Design details

Business unit
Business Document
Design variants
2
Operations
4
Activities
6
Model-backed activities
4
Priced service dependencies
1
Application / workflow activities
1

Explore Scenario Economics

Scenario Economics calculates this solution. There you can choose a compatible model or offering for each activity, set workload assumptions and volume, and change the other inputs Standard Processing supports.

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