Document Reading &
Data Extraction

Extract structured JSON keys from unstructured PDFs, leases, and invoices using layout-agnostic vision language models with zero manual data entry errors.

Unlock Siloed Information:
The Document AI Pipeline

Unstructured files—such as leases, invoices, compliance forms, and freight manifests—make up over 80% of enterprise records. Keying this data into internal software manually leads to operational bottlenecks, delays, and critical transcription errors.

Our Document Reading & Data Extraction services utilize advanced Vision Language Models (VLMs) and layout-agnostic OCR engines to read documents just like a human operator. The system identifies key-value pairs, nested tables, and handwritten signatures, converting raw text into clean, structured databases.

Need to generate custom prompts to process your unique files? Try our AI Workflow Prompt Generator.
DOCUMENT AI DATA PIPELINE PIPELINE: ACTIVE Pipeline Performance OCR Extraction Speed 480 ms Field Extraction Rate 99.1% Daily Documents 12,500+ SANDBOX HEALTH OCR container isolated. No security warnings. Raw PDF/Image Lease / Invoice / ID UPLOAD OCR & Layout Visual Segmentation PARSING LLM Schema Map JSON Key Extraction MAPPING Verified JSON Data Database-Ready Payload SUCCESS
HIPAA & GDPR Compliant Data-in-Transit Pipeline
We treat your business documents with extreme care. Our data extraction architecture is sandboxed and encrypted, keeping sensitive contract details and proprietary records isolated at all times.
✓
Zero-Retention Extractors
All document parsing occurs in ephemeral docker containers. The moment your JSON keys are extracted, all source files are permanently deleted.
✓
Isolated OCR Sandboxes
Our text and layout extraction run inside isolated network subnets, preventing access to the external internet while documents are open.
✓
AES-256 Storage Encryption
Any intermediate buffers or temporary schemas use envelope encryption with keys managed in secure hardware security modules (HSMs).
✓
Compliance Audits Enabled
All processing pipelines write structured system events to secure log aggregators, enabling immediate security audit trails.
DATA EXTRACTION INDEX
Live Metrics
Extraction Accuracy
99.1%
↑ 1.2% vs template OCR
Parsing Speed
1.2 Sec
↓ 10x latency drop
Saved Staff Hours
420 Hrs
↑ 14.2% reclaimed time
Processing Margin
93.5%
↑ 8.5% cost efficiency
Document Volumes vs Extraction Accuracy (Oct 2025 - Mar 2026)
Docs Accuracy %
0% 100% 200% 300% Oct Nov Dec Jan Feb Mar Apr May
Case Study

Automated Lease & Invoice Processing for a Global Real Estate Brokerage

A commercial real estate management firm processed over 15,000 invoices and tenancy agreements monthly. Due to layout variations across documents, standard templated OCR systems regularly failed, requiring human operators to manually audit and transpose fields.

We developed a custom Vision VLM parser pipeline capable of recognizing text contextually across any lease layout. The solution reached an extraction accuracy of 99.1%, reducing transcription errors by 98% and reclaiming 3,200 administrative team hours.

98%
Error Rate Reduction
1.2s
Parsing Latency
3,200
Monthly Hours Reclaimed
LEASE PROCESSING 98% ERROR REDUCTION
FAQs

Frequently Asked Questions

Traditional OCR relies on rigid coordinates. If a vendor changes a logo position or field header, traditional systems fail. Layout-agnostic VLMs interpret documents semantically, understanding context (e.g. "Total Due") regardless of where it resides on the sheet.
Our vision pipelines pre-process inputs to improve contrast and remove blur. We feed the cleaned images into multimodal models that possess superior handwriting and signature verification capabilities, maintaining high accuracy rates on scanned files.
Yes. We enforce a strict zero-retention architecture. All processed files are temporarily contained in isolated sandboxes and wiped permanently from intermediate systems within seconds of completing extraction.
Absolutely. Once parsed and validated (e.g. confirming tax totals match line items), the pipeline maps the JSON payload and writes it directly to platforms like QuickBooks, HubSpot, SAP, or SQL tables.
Contact
Let’s Build
Intelligent Things
E-mail address
hello@leanerstudio.com
Phone number
+971 50 424 6170

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