# AI Document Review Service

*/Services/AI_Document_Review_Service*

## Service Contract

**Sla**: Standard document processing and structured data delivery is completed within 4 hours of ingestion.
**Input**:
- Unstructured document files
- Extraction schema or playbook
- Exception routing rules
**Output**:
- Structured data payload
- Flagged exception log
- Annotated source documents
**Sla Basis**: turnaround-time
**Definition**: This service processes unstructured business or legal documents to identify, extract, and categorize specific data points according to a predefined schema. It converts raw text into verified, structured datasets suitable for system ingestion or compliance auditing.
**Solves Problem**: [Document Review Bottleneck](/Problems/Document_Review_Bottleneck)
**Absorbs Process**: [Document Review](/Processes/Document_Review)
**Delivery Lenses**:
- human
- services-as-software
**Outcome Contract**: All submitted documents are parsed and mapped against the requested schema with all required fields extracted, classified, and normalized. Exceptions or low-confidence extractions are flagged and routed for verification, ensuring the final structured output strictly conforms to the buyer's data requirements.

## Service Function Cascade

**Ai Role**: AI drives the end-to-end extraction and normalization pipeline, passing only unmapped or low-confidence edge cases to a human reviewer to ensure accuracy.
**Cascade**:
- Kind: Code · Note: Digitizes and queues raw document files. · Step: Ingest Source Documents · Verb: ingest · Realizes: Process Unstructured Data · Oversight: none
- Kind: Generative · Note: LLM extracts fields matching the target schema. · Step: Extract Target Entities · Verb: extract · Realizes: Extract Document Data · Oversight: none
- Kind: Code · Note: Applies formatting rules and calculates confidence scores. · Step: Normalize Extracted Values · Verb: normalize · Realizes: Normalize Extracted Data · Oversight: none
- Kind: Generative · Note: Human reviewers resolve low-confidence extractions or unmapped fields. · Step: Resolve Flagged Exceptions · Verb: review · Realizes: Review Process Exceptions · Oversight: review-on-exception
- Kind: Code · Note: Assembles verified data into the structured schema format. · Step: Compile Final Payload · Verb: format · Realizes: Format Final Output · Oversight: none
**Realizes**:
- [Process Unstructured Data](/Tasks/Process_Unstructured_Data)
- [Extract Document Data](/Tasks/Extract_Document_Data)
- [Normalize Extracted Data](/Tasks/Normalize_Extracted_Data)
- [Review Process Exceptions](/Tasks/Review_Process_Exceptions)
- [Format Final Output](/Tasks/Format_Final_Output)
**Optimizes**:
- [Straight-Through Processing Rate](/Metrics/Straight-Through_Processing_Rate)
- [Extraction Accuracy Rate](/Metrics/Extraction_Accuracy_Rate)
- [Turnaround Time](/Metrics/Turnaround_Time)

## Service Representative Offer

**Warranty**: Standard processing and structured delivery concludes within 4 hours of ingestion, or the processing fees for the delayed batch are credited back to the buyer.
**Price Band**: ~$0.05 to $0.50 per page or document, depending on monthly volume and the complexity of the extraction schema
**Pricing Kind**: UsageMeter
**Deliverables**:
- Structured JSON or CSV data payloads
- Flagged exception and low-confidence routing logs
- Annotated source documents for audit tracking
**Delivery Mode**: Buyers configure extraction rules via a self-serve portal or API, submitting unstructured files and receiving processed datasets on a continuous, metered basis.
**Business Function**: ProvideService
**Agent Checkout Support**:
- agentic-commerce-protocol
- stored-credential

## Service Composes Agents

- [Document Ingestion Agent](/Agents/Document_Ingestion_Agent) — Ingestion Handler
- [Entity Extraction Agent](/Agents/Entity_Extraction_Agent) — Data Extractor
- [Data Normalization Agent](/Agents/Data_Normalization_Agent) — Value Normalizer
- [Exception Triage Agent](/Agents/Exception_Triage_Agent) — Exception Router
- [Payload Compiler Agent](/Agents/Payload_Compiler_Agent) — Output Formatter

## Service Delivery Cascade Diagram

```mermaid
flowchart TD
    A[Code Ingest Source Documents] --> B[Generative Extract Target Entities]
    B --> C[Code Normalize Extracted Values]
    C --> D[Generative Resolve Flagged Exceptions]
    D --> E[Code Compile Final Payload]
    E --> F[Delivered Data Payload]
```

## Neighborhood

### Optimizes

- [Straight-Through Processing Rate](/Metrics/Straight-Through_Processing_Rate) — optimizes · Metrics
- [Extraction Accuracy Rate](/Metrics/Extraction_Accuracy_Rate) — optimizes · Metrics
- [Turnaround Time](/Metrics/Turnaround_Time) — optimizes · Metrics

### Realizes

- [Review Process Exceptions](/Tasks/Review_Process_Exceptions) — realizes · Tasks
- [Process Unstructured Data](/Tasks/Process_Unstructured_Data) — realizes · Tasks
- [Normalize Extracted Data](/Tasks/Normalize_Extracted_Data) — realizes · Tasks
- [Format Final Output](/Tasks/Format_Final_Output) — realizes · Tasks
- [Extract Document Data](/Tasks/Extract_Document_Data) — realizes · Tasks

### What it absorbs

- [Document Review](/Processes/Document_Review) — absorbs · Processes

### What it addresses

- [Document Review Bottleneck](/Problems/Document_Review_Bottleneck) — addresses · Problems

### Composed of

- [Exception Triage Agent](/Agents/Exception_Triage_Agent) — composes · Agents
- [Payload Compiler Agent](/Agents/Payload_Compiler_Agent) — composes · Agents
- [Data Normalization Agent](/Agents/Data_Normalization_Agent) — composes · Agents
- [Document Ingestion Agent](/Agents/Document_Ingestion_Agent) — composes · Agents
- [Entity Extraction Agent](/Agents/Entity_Extraction_Agent) — composes · Agents
- [Compliance Review Agent](/Agents/Compliance_Review_Agent) — composes · Agents
- [Summary Reporting Agent](/Agents/Summary_Reporting_Agent) — composes · Agents
- [Document Triage Agent](/Agents/Document_Triage_Agent) — composes · Agents
- [Data Extraction Agent](/Agents/Data_Extraction_Agent) — composes · Agents
- [Risk Assessment Agent](/Agents/Risk_Assessment_Agent) — composes · Agents
- [Clause Matching Model API](/Software/Clause_Matching_Model_API) — composes · Software
- [Document Conversion API](/Software/Document_Conversion_API) — composes · Software
- [Metadata Extraction API](/Software/Metadata_Extraction_API) — composes · Software
- [Large Language Model API](/Software/Large_Language_Model_API) — composes · Software
- [Document Text Extraction API](/Software/Document_Text_Extraction_API) — composes · Software

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