NovaOCR Engine
High-Throughput Asynchronous Document & Text Extraction
Upload scanned invoices, contracts, IDs, and multi-page PDFs to extract structured, validated JSON data in under 400ms.
INVOICE: #INV-88410
ACME GLOBAL LOGISTICS
TOTAL: $14,850.00 USD
STATUS: VERIFIED & ENCRYPTED
ENCRYPT: AES-256 ZERO-RETENTION
Explore the Code, Topology & Benchmarks
Test real request schemas, inspect asynchronous worker queuing pipelines, and verify latency guarantees.
RESTful Endpoint Specification
Asynchronous execution with Pydantic v2 type safety.
curl -X POST "https://api.novasoftstudio.com/v1/ocr/extract" \ -H "Authorization: Bearer nvs_live_948f10ae3" \ -H "Content-Type: multipart/form-data" \ -F "file=@invoice_march_2026.pdf" \ -F "schema=enterprise_invoice_v2" \ -F "async_worker=true"
{
"status": "success",
"document_id": "doc_88410_f92a",
"extraction_time_ms": 382.4,
"confidence_score": 0.9942,
"data": {
"invoice_number": "INV-88410",
"issue_date": "2026-03-09",
"vendor": {
"name": "Acme Global Logistics Inc.",
"tax_id": "US-EIN-94810294",
"address": "100 Innovation Way, Suite 400"
},
"totals": {
"subtotal": 13500.00,
"tax_amount": 1350.00,
"currency": "USD",
"grand_total": 14850.00
},
"line_items": [
{
"description": "Distributed Celery Worker Cluster (4 Nodes)",
"quantity": 1,
"unit_price": 9500.00,
"total": 9500.00,
"bounding_box": [120, 440, 890, 475]
},
{
"description": "AES-256 Cloud VPC Telemetry Gateway",
"quantity": 1,
"unit_price": 4000.00,
"total": 4000.00,
"bounding_box": [120, 480, 890, 515]
}
]
},
"security": {
"encryption": "AES-256-GCM",
"zero_retention_purge": true
}
}Distributed VPC Runtime Architecture
Click any pipeline stage below to inspect its operational role, fault-isolation, and latency telemetry.
Celery Workers — Parallel Neural GPU
Quantized PyTorch & PaddleOCR segmentation workers extract coordinates.
Engineered for Mission-Critical Reliability
NovaOCR is an enterprise-grade optical document parsing engine designed for mission-critical ingestion pipelines. Built on a distributed worker queue architecture using Celery and Redis, NovaOCR segments multi-page PDFs and complex visual layouts without blocking the main event loop, transforming raw pixels into validated JSON schemas ready for legacy ERP and database sync.
Production-Ready Capabilities
- Sub-400ms average single-document extraction latency
- Asynchronous non-blocking batch worker queue via Celery & Redis
- 99.4% precision layout segmentation for invoices, receipts, and identity documents
- Multi-lingual recognition supporting English, Spanish, Hindi, French, German, and Arabic
- Direct RESTful OpenAPI 3.1 endpoints with strict Pydantic v2 JSON validation
- Zero-retention VPC data isolation with AES-256 encryption at rest
Underlying Technology Stack
Runtime & Computational Capabilities
How the underlying runtime handles high concurrency, memory efficiency, and fault tolerance.
Distributed Async Queue
Celery worker clusters process thousands of concurrent pages in parallel without CPU starvation or queue drop.
Multi-Lingual Deep Learning
Combines PaddleOCR, PyTorch segmentation, and custom layout analysis for challenging typography and stamps.
Validated JSON Schemas
Auto-serializes extracted bounding boxes, line items, totals, and dates directly into machine-readable JSON schemas.
Zero-Retention Security
Isolated worker sandbox deletes ephemeral cache immediately following confirmed client webhook acknowledgment.
Frequently Asked Questions
Details regarding licensing, private VPC hosting, and custom integrations.
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Deploy NovaOCR Engine Into Your Architecture
We customize, deploy, and support this software engine directly inside your enterprise cloud infrastructure.