Document Layout Intelligence

We build custom AI systems that combine layout understanding, OCR, and semantic data extraction using LLMs and cloud AI services.
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Our approach leverages cutting-edge layout analysis and AI models to bridge the gap between raw visual data and structured, actionable information.

We specialize in processing documents where layout plays a pivotal role in meaning—documents where spatial relationships, visual hierarchies, and cross-linked elements must be accurately understood and interpreted.

20
Years Of Business
30+
IDP Projects Completed
30+
AI Engineers

Use Case Highlights

01

Engineering & Construction Drawings

Extract geometry, dimensions, and GD&T, detect windows, doors, walls, symbols, and annotations.
02

Medical Documents

Extract data from EHRs, lab results, imaging reports, prescriptions, and billing forms; automate claims and analytics.
03

Invoices, Tax Forms, Receipts

Extract structured data (line items, totals, specifications); handle nested tables, irregular layouts
AI Invoice Processing Benchmark
ChatGPT

Core Capabilities

  • Evaluate AI models (LLMs, cloud services) based on accuracy, speed, and cost.
  • Benchmark models using real-world documents to determine optimal fit.
  • Employ ensemble methods to enhance extraction accuracy.
  • Continuously monitor and update model selections as technologies evolve.

  • Element detection: symbols, article boundaries, GD&T.
  • Hierarchical structuring: headers, footnotes, multi-column flows.
  • Spatial relationship modeling.

  • Link text with visual cues (e.g., callouts, diagrams).
  • Extract contextual data from technical manuals and forms.
  • Map relationships across document sections.

  • Automatically identify document types and templates.
  • Route to appropriate processing pipelines or models.
  • Handle mixed-document batches and attachments.
  • Enable adaptive workflows based on classification.

  • Fine-tuned models for specific document types.
  • Post-processing using domain-specific rules.
  • Integration into existing workflows and infrastructure.

See Our Work

AI Module For A Legal Document Automation System

AI Module For A Legal Document Automation System

Data Extraction AI For Old Construction Drawings

Data Extraction AI For Old Construction Drawings

Electronic Medical Record Document Processing System

Electronic Medical Record Document Processing System

Feature Extraction AI For Engineering Drawings

Feature Extraction AI For Engineering Drawings

Government Form Data Extraction System

Government Form Data Extraction System

Newspaper Digitization System

Newspaper Digitization System

Robotic Process Automation System For Insurance Claims

Robotic Process Automation System For Insurance Claims

Southeast Asian Newspaper Extraction

Southeast Asian Newspaper Extraction

Have a document automation project in mind?

Contact us to get a free consultation and a project roadmap

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Data Capture Pipeline Steps

01

Multi-Source Document Ingestion

We support seamless intake of documents from a wide range of sources — including file folders, cloud storage (Google Drive, SharePoint, Dropbox), APIs, and direct user uploads. Whether you're working with scanned images, digital PDFs, or mixed-format archives, our pipelines adapt to your operational flow.
02

Preprocessing & Normalization

Uploaded documents undergo preprocessing to improve data quality. We apply noise reduction, skew correction, image enhancement, and file normalization to ensure consistent inputs — crucial for handling both clean digital files and noisy scans.
03

AI-Powered Understanding

Using a combination of layout-aware models, OCR engines, and large language models (LLMs), we detect structural elements (tables, columns, headers) and understand their relationships. This enables precise semantic extraction even in irregular or visually complex layouts.
04

Data Extraction & Structuring

We extract key-value pairs, tables, line items, annotations, and metadata. Custom business rules and AI models ensure accuracy across diverse use cases — from medical forms and engineering drawings to legal and financial documents.
05

Export & Integration

Structured outputs can be automatically exported into the systems of your choice — whether it’s a CRM, an Excel file, a relational database, or a folder for downstream processing. We support JSON, XML, CSV, and direct API-based integrations.
Structured outputs can be automatically exported into the systems of your choice — whether it’s a CRM, an Excel file, a relational database, or a folder for downstream processing. We support JSON, XML, CSV, and direct API-based integrations.
We extract key-value pairs, tables, line items, annotations, and metadata. Custom business rules and AI models ensure accuracy across diverse use cases — from medical forms and engineering drawings to legal and financial documents.
Using a combination of layout-aware models, OCR engines, and large language models (LLMs), we detect structural elements (tables, columns, headers) and understand their relationships. This enables precise semantic extraction even in irregular or visually complex layouts.
Uploaded documents undergo preprocessing to improve data quality. We apply noise reduction, skew correction, image enhancement, and file normalization to ensure consistent inputs — crucial for handling both clean digital files and noisy scans.
We support seamless intake of documents from a wide range of sources — including file folders, cloud storage (Google Drive, SharePoint, Dropbox), APIs, and direct user uploads. Whether you're working with scanned images, digital PDFs, or mixed-format archives, our pipelines adapt to your operational flow.

Our Services

Dedicated Software Team

Dedicated Software Team

A skilled team focused on delivering high-quality, efficient software solutions that precisely meet your project's unique needs.

Staff Augmentation Services

Staff Augmentation Services

Boost your team's capacity with our expert professionals, perfectly suited to your project's unique requirements, ensuring efficiency and flexibility

Urgent Development Services

Urgent Development Services

We specialize in rescuing stalled projects, addressing critical issues, and accelerating development under tight deadlines

MVP Development Services

MVP Development Services

Our MVP services help validate your ideas, reduce time-to-market, and increase your chances of success

Offshore Development Center

Offshore Development Center

A global network of skilled developers, designers, and IT professionals who are ready to tackle your project

Proof of Concept Services

Proof of Concept Services

Our Proof of Concept services provide the essential first step towards transforming your concepts into reality

FAQ

We care about the confidentiality of our clients' and partners' data. The NDA provides protection for information related to projects and clients and ensures it is only used within the referral program.

We work with Fortune 500 companies and startups. Our notable clients include American Airlines, IBM, Microsoft, Samsung, Mitsubishi Electric, Burger King, Delta, and more.

Visit Clutch or contact us directly.
We have reviews on Clutch. We can provide direct references from our clients too. Contact us for more details.

Our company is registered in the USA.
Our company is registered in Delaware, USA. Our development office is located in Novosibirsk, Russia.

Any type of payments to Bank of America.
A preferred way is a wire or ACH transfer, or a mailed check.

We use technologies like Python, TensorFlow, PyTorch, and Keras for AI and machine learning development, along with specialized hardware like GPUs for efficient processing of complex algorithms.

Write to us at ref@businesswaretech.com, and we will be happy to help.

We usually discuss it with each customer.
We bill our customers monthly when working on long projects. For a short project that spans over a couple of months, a typical upfront payment is about 30% of the total cost.

An example of document processing is optical character recognition (OCR) software that scans and converts printed or handwritten text from documents into digital data, enabling efficient search, editing, and processing.

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