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AI Development & Intelligent

Intelligent Document Processing (IDP) Services

Intelligent Document Processing

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.

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400+clients across 20+ countries
$300M+in funds generated
250+products built
150+engineers worldwide
400+clients across 20+ countries
$300M+in funds generated
250+products built
150+engineers worldwide
400+clients across 20+ countries
$300M+in funds generated
250+products built
150+engineers worldwide
400+clients across 20+ countries
$300M+in funds generated
250+products built
150+engineers worldwide
What We Build

Comprehensive IDP Engineering

01

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.

02

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.

03

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.

04

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.

05

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.

06

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.

The Challenge

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.

Execution Blueprint

From Day 1 to Day 90: What IDP Execution Looks Like

01Day 1–15

Document Audit & Design

Document sample analysis, format variation cataloging, extraction schema definition, classification taxonomy, and pipeline architecture.

02Day 16–45

Model Training & Build

OCR optimization, extraction model training, classification model development, validation engine, review interface, and system integration connectors.

03Day 46–75

Testing & Accuracy Tuning

Accuracy benchmarking against document variations, confidence threshold optimization, edge case handling, human review workflow testing.

04Day 76–90

Deployment & Monitoring

Production deployment, accuracy dashboards, team training on review interface, retraining pipeline setup, and throughput optimization.

Technology

Technologies We Master

Tools, frameworks, and protocols we use to build secure and scalable solutions.

OCR

Google Document AIGoogle Document AI
Azure Form RecognizerAzure Form Recognizer
TesseractTesseract
PaddleOCRPaddleOCR
custom modelscustom models

AI/ML

PyTorchPyTorch
Hugging Face (LayoutLM, Donut)Hugging Face (LayoutLM, Donut)
OpenAI GPT-4 VisionOpenAI GPT-4 Vision
custom extraction modelscustom extraction models

Pipeline

Apache AirflowApache Airflow
TemporalTemporal
custom orchestrationcustom orchestration

Backend

Python (FastAPI)Python (FastAPI)
Node.jsNode.js
PostgreSQLPostgreSQL
ElasticsearchElasticsearch

Integration

SAPSAP
OracleOracle
QuickBooksQuickBooks
XeroXero
SalesforceSalesforce
custom ERPscustom ERPs

Infrastructure

AWSAWS
GCPGCP
DockerDocker
KubernetesKubernetes
S3/GCS for document storageS3/GCS for document storage
Our Edge

We 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

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Social Proof

“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 Protocol
Engagement

How 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.

FAQ

Frequently Asked Questions

Invoices, purchase orders, contracts, receipts, insurance claims, medical records, government forms, bank statements, and any structured or semi-structured document. We adapt to your specific document formats during training.

We target 95%+ extraction accuracy on production data. For fields where accuracy is critical (amounts, dates, identifiers), we set higher confidence thresholds and route uncertain extractions to human review.

Yes. We build integrations with SAP, Oracle, QuickBooks, Xero, Salesforce, and custom enterprise systems — pushing extracted data directly into your workflows without manual re-entry.

Yes. Human corrections during the review process feed back into model retraining — the system learns from its mistakes and continuously improves extraction accuracy.

Blogs

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.

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