Intelligent Document Processing — AI That Reads, Extracts, and Acts on Your Documents
Quecko builds IDP systems that process invoices, contracts, forms, medical records, and unstructured documents at scale — extracting structured data with 95%+ accuracy, classifying documents automatically, and routing results to your downstream systems without manual data entry.
Your teams are spending hours reading documents that machines should handle in seconds.
Enterprises process thousands of invoices, contracts, applications, and forms every week — many still handled by humans manually entering data into spreadsheets and ERP systems. OCR alone doesn't solve this — scanned documents have variable layouts, handwriting, poor scan quality, and domain-specific terminology that generic extraction tools butcher. What's needed is an intelligent system that understands document structure, adapts to format variations, extracts data with high confidence, validates against business rules, and routes results to the right system — with human review only for edge cases. Quecko builds IDP pipelines that do exactly this.
Engineering Production-Grade Intelligent Document Processing (IDP) Services Infrastructure
Document Audit & Pipeline Design
We analyze your document types, volumes, formats, and quality. We design the extraction schema, classification taxonomy, validation rules, and integration architecture.
Model Training & Pipeline Development
OCR optimization, extraction model training on your document samples, classification model development, validation engine, and integration connectors.
Accuracy Testing & Optimization
Testing against real document variations, accuracy benchmarking, confidence threshold tuning, edge case handling, and human-in-the-loop workflow optimization.
Deployment & Continuous Learning
Production deployment, monitoring dashboards, extraction accuracy tracking, model retraining with corrected data, and throughput scaling.
Comprehensive IDP Engineering
Explore our technical specialties, engineering practices, and developer skills.
Multi-Format Document Extraction
AI-powered extraction from PDFs, scanned images, photographs, and digital documents. We handle invoices, purchase orders, contracts, receipts, medical records, and government forms — across variable layouts and languages.
Document Classification & Routing
Automatic classification of incoming documents by type, urgency, department, or workflow — routing to the correct processing pipeline or human reviewer without manual triage.
Handwriting & Degraded Scan Processing
Advanced OCR combined with AI post-processing for handwritten text, low-quality scans, skewed documents, and multi-language content — recovering data that basic OCR misses.
Validation & Business Rule Engine
Extracted data is validated against your business rules, cross-referenced with existing records, and flagged for anomalies — catching errors before they enter your systems.
Human-in-the-Loop Review
Confidence-based routing that sends low-confidence extractions to human reviewers — with pre-filled fields, highlighted discrepancies, and one-click approval to minimize review time.
System Integration & Data Routing
Extracted data is automatically pushed to your ERP, CRM, accounting software, or custom databases — via API, direct database writes, or file-based transfer.
Is This Service a Fit for You?
Ideal Match
- ✓Enterprises processing high volumes of invoices/contracts, insurance companies handling claims documents, healthcare organizations digitizing patient records, or financial institutions processing applications.
Not a Fit
- —Teams needing simple PDF text extraction — we build intelligent processing pipelines for complex, variable documents at scale.
From Day 1 to Day 90: What IDP Execution Looks Like
How we take your Intelligent Document Processing (IDP) Services requirements from day 1 to production delivery.
Document sample analysis, format variation cataloging, extraction schema definition, classification taxonomy, and pipeline architecture.
OCR optimization, extraction model training, classification model development, validation engine, review interface, and system integration connectors.
Accuracy benchmarking against document variations, confidence threshold optimization, edge case handling, human review workflow testing.
Production deployment, accuracy dashboards, team training on review interface, retraining pipeline setup, and throughput optimization.
Day 1–15 — Document Audit & Design
Document sample analysis, format variation cataloging, extraction schema definition, classification taxonomy, and pipeline architecture.
Day 16–45 — Model Training & Build
OCR optimization, extraction model training, classification model development, validation engine, review interface, and system integration connectors.
Day 46–75 — Testing & Accuracy Tuning
Accuracy benchmarking against document variations, confidence threshold optimization, edge case handling, human review workflow testing.
Day 76–90 — Deployment & Monitoring
Production deployment, accuracy dashboards, team training on review interface, retraining pipeline setup, and throughput optimization.
Technologies We Master
Tools, frameworks, and protocols we use to build secure and scalable solutions.
OCR
Google Document AI
Azure Form Recognizer
Tesseract
PaddleOCR
custom modelsAI/ML
PyTorch
Hugging Face (LayoutLM, Donut)
OpenAI GPT-4 Vision
custom extraction modelsPipeline
Apache Airflow
Temporal
custom orchestrationBackend
Python (FastAPI)
Node.js
PostgreSQL
ElasticsearchIntegration
SAP
Oracle
QuickBooks
Xero
Salesforce
custom ERPsInfrastructure
AWS
GCP
Docker
Kubernetes
S3/GCS for document storageWe Build Document Processing That Gets Smarter Over Time.
We combine advanced OCR with AI-powered understanding — our systems interpret document structure, not just pixel-level text recognition.
Beyond OCR
We combine advanced OCR with AI-powered understanding — our systems interpret document structure, not just pixel-level text recognition.
95%+ Accuracy at Scale
Our IDP systems maintain high extraction accuracy across variable formats, degraded scans, and multi-language documents.
Continuous Learning
Every human correction feeds back into model retraining — our systems get more accurate the longer they run.
250+ Products Shipped
We bring production engineering discipline to document AI — the same rigor we apply to blockchain infrastructure and enterprise software.
Our Work
Our Projects
“With hard work, determination, and an amazing team at Quecko, we can overcome any obstacle and achieve anything we set our minds to.”
Mateen O Dawood
Stable33 ProtocolHow We Collaborate
Dedicated IDP Pod
Full-time ML engineers, data engineers, and integration developers building your document processing pipeline.
Project-Based IDP Deployment
End-to-end IDP development from document audit to production, with accuracy benchmarking included.
IDP Assessment & Roadmap
Standalone engagement for evaluating your document processing needs and designing an automation roadmap with ROI projections.
Frequently Asked Questions
Latest Stories from Quecko
Ready to stop entering document data manually?
From invoices and contracts to medical records and applications — Quecko builds IDP systems that extract, validate, and route document data with 95%+ accuracy and continuous learning.