# Agnostic Ingestion API

*/Agents/Agnostic_Ingestion_API*

## Solution Overview

The Agnostic Ingestion API accepts unstructured enterprise payloads—ranging from scanned bill-of-lading PDFs to nested EDI 850 files—and normalizes them into strict JSON schemas. It maps unpredictable inbound data against pre-defined ontological models, extracting line items, dates, and vendor codes without custom parsers. The outcome is a guaranteed uniform data structure that downstream systems process as if it were typed manually into a native database.

Backend engineering teams building vertical AI agents and automated supply chain workflows integrate this endpoint to eliminate the maintenance of fragile OCR templates and regex rules. When a logistics agent receives a highly distorted freight invoice or a non-standard purchase order via email, the API handles the structural variability automatically. This removes the need for engineering hours spent updating parsing logic every time a vendor changes their document layout.

Positioned as a Headless SaaS primitive, the API sits between raw storage pipelines and autonomous digital workers. It consumes binary blobs directly from cloud storage buckets and raw MIME text from email infrastructure. Above it, specialized digital workers—such as freight auditing agents or inventory reconciliation bots—consume its normalized JSON outputs to execute ledger writes and trigger financial transactions.

## Icp Opportunities

- [Autonomous Schema Resolution](/Opportunities/Autonomous_Schema_Resolution) — Agent
- [Payload Sanitization API](/Opportunities/Payload_Sanitization_API) — Headless SaaS
- [AI Connector Factory](/Opportunities/AI_Connector_Factory) — Service-as-Software
- [Onboarding Ingestion Agent](/Opportunities/Onboarding_Ingestion_Agent) — Agent
- [Smart Parser Gateway](/Opportunities/Smart_Parser_Gateway) — Headless SaaS

## Agent Definition

**Goals**:
- [First-Pass Yield](/Metrics/First-Pass_Yield)
- [Schema Compliance Rate](/Metrics/Schema_Compliance_Rate)
- [Processing Latency](/Metrics/Processing_Latency)
- [Extraction Accuracy](/Metrics/Extraction_Accuracy)
**Tools**:
- [Amazon S3](/Products/Amazon_S3)
- [Apache Kafka](/Products/Apache_Kafka)
- [Microsoft Exchange](/Products/Microsoft_Exchange)
**Skills**:
- [Information Organization](/Skills/Information_Organization)
- [Reading Comprehension](/Skills/Reading_Comprehension)
- [Systems Analysis](/Skills/Systems_Analysis)
- [Quality Control Analysis](/Skills/Quality_Control_Analysis)
**Contacts**:
- API
- Webhook
- Email
**Identity**: did:web:agents.infrastructure.local/agnostic-ingestion
**Core Tasks**:
- [Parse Scanned Bills of Lading](/Tasks/Parse_Scanned_Bills_of_Lading)
- [Extract Line Items and Dates](/Tasks/Extract_Line_Items_and_Dates)
- [Structure Nested EDI Files](/Tasks/Structure_Nested_EDI_Files)
- [Transform Raw MIME Text](/Tasks/Transform_Raw_MIME_Text)
**Escalation**: Severely distorted scans or unrecognizable payload types that fail structural normalization escalate to a data engineer via incident alert.
**Memory Kind**: persistent
**Memory Note**: Records structural inferences and vendor code mappings from processed documents to instantly route recognized layouts in future runs.
**Autonomy Mode**: autonomous
**Replaces Role**: [Data Entry Keyer](/JobTypes/Data_Entry_Keyer)
**Solves Problem**: [Unstructured Payload Ingestion](/Problems/Unstructured_Payload_Ingestion)
**Responsibilities**:
- Normalize Unstructured Payloads
- Map Unpredictable Inbound Data
- Enforce Strict JSON Schemas
- Feed Downstream Digital Workers

## Agent Function Cascade

**Ai Role**: The AI executes the entire end-to-end ingestion pipeline autonomously, dynamically extracting and structuring data from unpredictable payloads, with data engineers intervening only when structural normalization fails and triggers an exception alert.
**Cascade**:
- Kind: Code · Note: Receives inbound webhook, API payload, or email attachment. · Step: Ingest Unstructured Payload · Verb: ingest · Realizes: Receive Incoming Information · Oversight: none
- Kind: Generative · Note: One-shot LLM extraction of line items, dates, and vendor codes. · Step: Extract Core Entities · Verb: extract · Realizes: Analyze Document Information · Oversight: none
- Kind: Agentic · Note: Iteratively corrects structural JSON errors until schema is satisfied. · Step: Enforce Schema Compliance · Verb: map · Realizes: Format Data · Oversight: none
- Kind: Code · Note: Escalates distorted scans or unrecoverable payloads to a data engineer. · Step: Validate Quality And Alert · Verb: validate · Realizes: Verify Data Quality · Oversight: review-on-exception
- Kind: Code · Note: Feeds normalized JSON to Kafka and S3 for downstream agents. · Step: Publish Structured Data · Verb: transmit · Realizes: Transmit Information · Oversight: none
**Optimizes**:
- [First-Pass Yield](/Metrics/First-Pass_Yield)
- [Schema Compliance Rate](/Metrics/Schema_Compliance_Rate)
- [Processing Latency](/Metrics/Processing_Latency)
- [Extraction Accuracy](/Metrics/Extraction_Accuracy)

## Agent Representative Offer

**Warranty**: Guarantees strict adherence to the buyer's provided JSON schemas, waiving usage fees for severely distorted payloads that fail structural normalization and require engineering escalation.
**Price Band**: ~$0.01 to $0.05 per processed document or unstructured payload, depending on monthly volume and extraction complexity.
**Pricing Kind**: UsageMeter
**Deliverables**:
- Schema-validated JSON output objects
- Extracted line-item and date pairs
- Vendor layout inference maps
- Incident alerts for unrecognizable payload types
**Delivery Mode**: The offering is self-serve and instantly provisioned via API, allowing the buyer to configure webhooks or connect an Amazon S3 bucket to begin streaming payloads immediately.
**Business Function**: ProvideService
**Agent Checkout Support**:
- agentic-commerce-protocol
- stored-credential

## Agent Composes Headless Saas

- [Document OCR API](/Software/Document_OCR_API) — Computer Vision
- [Entity Extraction Model](/Software/Entity_Extraction_Model) — NLP Pipeline
- [EDI Translation Engine](/Software/EDI_Translation_Engine) — Data Mapping
- [MIME Parsing API](/Software/MIME_Parsing_API) — Email Ingestion
- [JSON Validation Engine](/Software/JSON_Validation_Engine) — Schema Enforcement
- [Event Streaming API](/Software/Event_Streaming_API) — Data Pipeline

## Agent Sequence Diagram

```mermaid
sequenceDiagram
    participant Tr as Trigger
    participant Ag as Agnostic Ingestion API
    participant Mem as Persistent Memory
    participant OCR as Document OCR API
    participant Ent as Entity Extraction Model
    participant EDI as EDI Translation Engine
    participant MIME as MIME Parsing API
    participant Val as JSON Validation Engine
    participant Kafka as Event Streaming API

    Tr->>Ag: Unstructured payload via API or Webhook
    Ag->>Mem: Fetch known layouts and vendor mappings
    Mem-->>Ag: Layout inference rules returned
    
    Ag->>MIME: Transform raw MIME text
    MIME-->>Ag: Clean text payload
    
    Ag->>EDI: Structure nested EDI files
    EDI-->>Ag: Parsed EDI data
    
    Ag->>OCR: Parse scanned Bills of Lading
    OCR-->>Ag: Digitized document text
    
    Ag->>Ent: Extract line items and dates
    Ent-->>Ag: Structured entity output
    
    Ag->>Val: Enforce strict JSON schemas
    Val-->>Ag: Schema validation passed
    
    Ag->>Kafka: Feed downstream digital workers
    Kafka-->>Ag: Event stream acknowledged
    
    Ag->>Mem: Record new structural inferences
    Ag-->>Tr: Ingestion complete response
```

## Neighborhood

### Composed into

- [Analysis](/Startups/Analysis) — composes · Startups
- [Apexkit](/Startups/Apexkit) — composes · Startups
- [Beadvisionloom](/Startups/Beadvisionloom) — composes · Startups
- [Analyzefield](/Startups/Analyzefield) — composes · Startups
- [Amberpivot](/Startups/Amberpivot) — composes · Startups
- [Agnosticlayer](/Startups/Agnosticlayer) — composes · Startups
- [Aaronical](/Startups/Aaronical) — composes · Startups

### What it does

- [Entry Validation Against Schema](/Tasks/Entry_Validation_Against_Schema) — performs · Tasks
- [Normalize Payloads To Canonical Envelope](/Tasks/Normalize_Payloads_To_Canonical_Envelope) — performs · Tasks
- [Accept Multi Format Payload Submissions](/Tasks/Accept_Multi_Format_Payload_Submissions) — performs · Tasks
- [Enqueue Payloads For Downstream Processing](/Tasks/Enqueue_Payloads_For_Downstream_Processing) — performs · Tasks
- [Extract Line Items and Dates](/Tasks/Extract_Line_Items_and_Dates) — performs · Tasks
- [Parse Scanned Bills of Lading](/Tasks/Parse_Scanned_Bills_of_Lading) — performs · Tasks
- [Structure Nested EDI Files](/Tasks/Structure_Nested_EDI_Files) — performs · Tasks
- [Transform Raw MIME Text](/Tasks/Transform_Raw_MIME_Text) — performs · Tasks

### Uses tool

- [Schema Registry](/Products/Schema_Registry) — uses tool · Products
- [Message Queue Broker](/Products/Message_Queue_Broker) — uses tool · Products
- [API Gateway](/Products/API_Gateway) — uses tool · Products
- [Rate Limiting](/Action/Rate_Limiting) — uses tool · Action
- [Payload Deduplication](/Action/Payload_Deduplication) — uses tool · Action

### Realizes

- [Managed Data Intake Service](/Services/Managed_Data_Intake_Service) — realizes · Services

### Optimizes

- [First-Pass Yield](/Metrics/First-Pass_Yield) — optimizes · Metrics
- [Schema Compliance Rate](/Metrics/Schema_Compliance_Rate) — optimizes · Metrics
- [Processing Latency](/Metrics/Processing_Latency) — optimizes · Metrics
- [Extraction Accuracy](/Metrics/Extraction_Accuracy) — optimizes · Metrics

### What it uses

- [Microsoft Exchange](/Software/Microsoft_Exchange) — uses · Software
- [Apache Kafka](/Products/Apache_Kafka) — uses · Products
- [Amazon S3](/Software/Amazon_S3) — uses · Software

### Replaces this role

- [Data Entry Keyer](/JobTypes/Data_Entry_Keyer) — replaces · JobTypes

### Required skills

- [Information Organization](/Skills/Information_Organization) — requires skill · Skills
- [Quality Control Analysis](/Skills/Quality_Control_Analysis) — requires skill · Skills
- [Reading Comprehension](/Skills/Reading_Comprehension) — requires skill · Skills
- [Systems Analysis](/Skills/Systems_Analysis) — requires skill · Skills

### What it addresses

- [Unstructured Payload Ingestion](/Problems/Unstructured_Payload_Ingestion) — addresses · Problems

### Latent gaps

- [Onboarding Ingestion Agent](/Opportunities/Onboarding_Ingestion_Agent) — latent gap · Opportunities
- [Payload Sanitization API](/Opportunities/Payload_Sanitization_API) — latent gap · Opportunities
- [Smart Parser Gateway](/Opportunities/Smart_Parser_Gateway) — latent gap · Opportunities
- [Autonomous Schema Resolution](/Opportunities/Autonomous_Schema_Resolution) — latent gap · Opportunities
- [AI Connector Factory](/Opportunities/AI_Connector_Factory) — latent gap · Opportunities

### Composed of

- [Document OCR API](/Software/Document_OCR_API) — composes · Software
- [JSON Validation Engine](/Software/JSON_Validation_Engine) — composes · Software
- [Event Streaming API](/Software/Event_Streaming_API) — composes · Software
- [MIME Parsing API](/Software/MIME_Parsing_API) — composes · Software
- [Entity Extraction Model](/Software/Entity_Extraction_Model) — composes · Software
- [EDI Translation Engine](/Software/EDI_Translation_Engine) — composes · Software

### Problems this exposes

- [Source Integration Lead Time](/Problems/Source_Integration_Lead_Time) — exposes problem · Problems
- [Schema Drift Management](/Problems/Schema_Drift_Management) — exposes problem · Problems
- [Parser Compute Sprawl](/Problems/Parser_Compute_Sprawl) — exposes problem · Problems
- [Inbound PII Redaction](/Problems/Inbound_PII_Redaction) — exposes problem · Problems
- [Customer Onboarding Bottlenecks](/Problems/Customer_Onboarding_Bottlenecks) — exposes problem · Problems
- [Upstream Rate Limiting](/Problems/Upstream_Rate_Limiting) — exposes problem · Problems

### Similar Agents

- [Gateway Ingestion API](/Agents/Gateway_Ingestion_API) — similar · Agents
- [Schema Agnostic Parser Agent](/Agents/Schema_Agnostic_Parser_Agent) — similar · Agents
- [Unstructured Ingestion Engine](/Agents/Unstructured_Ingestion_Engine) — similar · Agents
- [Payload Parsing Worker](/Agents/Payload_Parsing_Worker) — similar · Agents
- [Payload Transit Proxy](/Agents/Payload_Transit_Proxy) — similar · Agents

### Similar Software

- [Ingestion Routing Engine](/Software/Ingestion_Routing_Engine) — similar · Software
- [Document Extraction Model](/Software/Document_Extraction_Model) — similar · Software
- [Submission Ingestion API](/Software/Submission_Ingestion_API) — similar · Software
- [Invoice Extraction Engine](/Agents/Accounts_Payable_Clerk/Software/Invoice_Extraction_Engine) — similar · Software
- [Semantic Data Parser](/Software/Semantic_Data_Parser) — similar · Software
- [Enterprise Resource Planning](/Activities/Receiving/Software/Enterprise_Resource_Planning) — similar · Software
- [Multimodal Parsing Engine](/Software/Multimodal_Parsing_Engine) — similar · Software
- [Bank Feed Ingestion API](/Software/Bank_Feed_Ingestion_API) — similar · Software
- [Shipping Manifest API](/Software/Shipping_Manifest_API) — similar · Software
- [Contract Intelligence API](/Software/Contract_Intelligence_API) — similar · Software
- [Invoice Reconciliation API](/Software/Invoice_Reconciliation_API) — similar · Software
- [Supplier Management Software](/Metrics/Total_cost_to_perform_the_process_"manage_suppliers"_per_goods_receipt_received/Software/Supplier_Management_Software) — similar · Software
- [Invoice Validation](/Software/Invoice_Validation) — similar · Software
- [EPCIS Repositories](/Activities/Receiving/Software/EPCIS_Repositories) — similar · Software

### Similar Startups

- [Dalyard](/Startups/Dalyard) — similar · Startups