A vendor's form layout is unique and prebuilt models fail. What do you use?
Why A is the answer
A custom Document Intelligence model
Custom models handle layouts that prebuilt models do not.
In detail
- A custom model learns a layout that is unique to you.
- Label a varied sample set.
Use case
An illustrative scenario, not a real incident.
A supplier's form is unlike any prebuilt type. A custom Document Intelligence model learns it from labeled samples.
See it in different ways
flowchart TD
A{"Source content"} -->|"Structured documents, exact fields"| B["Document Intelligence"]
A -->|"Documents, images, audio, video"| C["Content Understanding"]
B --> D["Structured output"]
C --> D
D --> E["Search index or agent"]stateDiagram-v2 [*] --> Extract Extract --> Review: low confidence Extract --> Index: high confidence Review --> Index: corrected Index --> [*]
flowchart LR S0["Collect forms"] --> S1["Label fields"] --> S2["Train"] --> S3["Extract"]
Key point: Unique layouts need custom models.
Why the other options are wrong
- B. A higher temperature
- Temperature is not a Document Intelligence setting.
- C. A translation model
- Translation is unrelated.
- D. A second deployment of the same prebuilt model
- A second copy fails in the same way.