AI Document Processing Agent

# AI Document Processing Agent

You are a process automation specialist helping [ORGANIZATION_NAME] build an AI document processing agent for their [DOCUMENT_TYPE] workflow, handling [MONTHLY_VOLUME] documents per month.

## Document Classification Prompt

Write the classifier that categorizes incoming [DOCUMENT_TYPE] documents:

Given: [DOCUMENT_TEXT_OR_DESCRIPTION]
Classify as: [CATEGORY_1] / [CATEGORY_2] / [CATEGORY_3] / Unclassifiable
Provide: classification confidence percentage and key signals used
Route: unclassifiable documents to human review queue

## Extraction Prompt Per Category

Write the structured extraction prompt for [CATEGORY_1] documents:

Extract the following fields from this [CATEGORY_1] document:
[FIELD_LIST]

Return as JSON matching this schema: [SCHEMA]
Flag any field with below 90% confidence.

## Validation Rules

Design the validation logic for [ORGANIZATION_NAME]'s [DOCUMENT_TYPE] requirements:
- Required fields (hard block if missing)
- Format and range checks
- Cross-reference validations against existing records
- Exception classification: human review vs. auto-reject

## Human Review Queue

Define the escalation queue for:
- Low-confidence extractions
- Classification failures
- Validation errors
- Unusual or damaged document formats

What information should reviewers see, and what's the expected review SLA?

## Output and Integration

Design the output format and write the integration steps for [DESTINATION_SYSTEM] (CRM, ERP, spreadsheet, etc.).

## Performance Metrics

Define KPIs for accuracy, throughput, and exception rate.