Data & AI · Case Study — AI-Powered Unstructured Data Automation

AI-Powered Data Automation for Real-Time Business Intelligence

Converting mountains of unstructured data — emails, PDFs, scanned contracts, handwritten notes — into actionable intelligence using CheiAI. 60% faster processing, 40% lower costs, 3x faster decisions.

CheiAI PlatformNLP & Entity ExtractionReal-Time Data PipelinesIntelligent OCRData Automation
Client
Global Services Org · US / SEA / India
Domain
Finance · Healthcare · Digital
Model
AI-Powered Data Automation
Disciplines
CheiAI · NLP · OCR · Real-Time Pipelines
60%
Reduction in manual data processing time
40%
Lower operational costs
3x
Faster insight delivery across business functions
Overview

From unstructured data chaos to a real-time intelligence engine

A U.S.-based global services organization with 150+ engineers across the US, Southeast Asia, and India — serving 20+ international clients across finance, healthcare, and digital services. Every day, the company processed enormous volumes of unstructured data: emails, PDFs, scanned contracts, and handwritten notes. Without a scalable, intelligent automation platform, manual extraction was consuming team capacity, introducing errors, and delaying critical decisions.

10decoders deployed CheiAI — an AI-first data automation platform — to extract sentiment, entities, and contextual signals from all document types in real time. The result: 60% reduction in processing time, 40% lower operational costs, and 3x faster insight delivery across all business functions.

The Platform

How CheiAI turns data into intelligence

Extraction

Multi-Source Document Ingestion

CheiAI ingests data from emails, PDFs, scanned images, handwritten notes, and web forms — extracting sentiment, named entities, and business-context signals automatically.

Intelligence

NLP & Contextual Understanding

Unlike traditional OCR, CheiAI understands business context — capturing relationships, intent, and meaning to deliver insights that drive accurate, confident decision-making.

Real-Time

Live Dashboards & Data Pipelines

Dynamic dashboards and continuously streaming data pipelines deliver processed insights in real time — empowering teams to act immediately rather than wait on batch reports.

Integration

Seamless System Connectivity

CheiAI plugged into existing workflows without disruption — fueling unified, automated data flows across the enterprise without requiring system replacement or re-engineering.

Security

AI-Driven Validation & Data Security

Built-in AI validation, encryption, and data masking ensure secure, compliant handling of sensitive information — aligned to global security standards and enterprise requirements.

Cost Efficiency

40% Lower Operational Costs

Automating manual workflows at scale eliminated the human overhead of data extraction — cutting operational costs by 40% and freeing teams for higher-value work.

Challenge & Approach

The Problem, and How We Solved It

An organization drowning in unstructured data — with no intelligent way to extract, standardize, or act on it at scale.

The Challenge

  • Manual data extraction consumed countless employee hours processing emails, PDFs, forms and handwritten notes — creating bottlenecks, delays, and costly human errors
  • Fragmented systems and inconsistent file formats made data standardization extremely challenging — siloed tools and varied document types undermined data reliability
  • Traditional OCR tools failed to capture sentiment, entities, and business context from documents — limiting decision accuracy and producing shallow, unreliable outputs

Our Approach

  • Deployed CheiAI to automate extraction of sentiment, entities and context from all document types — eliminating manual effort and cutting processing time by 60%
  • Built real-time data pipelines and live dashboards that plug into existing systems without disruption — unifying data flows and enabling immediate insights-to-action
  • Applied AI-driven validation, encryption and masking to ensure secure, compliant data handling aligned to global security standards across all document channels
The Approach

The Solution

10decoders deployed CheiAI as a unified, AI-first data automation platform — automating extraction, standardization, and contextualization of unstructured data across every document type and channel.

Automated Multi-Source Extraction

CheiAI extracted sentiment, named entities, and contextual signals from emails, PDFs, scanned images, handwritten notes, and web forms — replacing manual extraction entirely.

Live Dashboards & Real-Time Pipelines

Dynamic dashboards and continuous data streaming empower immediate insights-to-action — giving every business function access to current, accurate intelligence without delay.

Seamless Workflow Integration

The platform integrated into existing systems and workflows without disruption — fueling unified, automated data flows across the enterprise without requiring a full replacement.

AI Validation, Encryption & Masking

Built-in controls ensure secure, compliant handling of sensitive data — with AI-driven validation, encryption, and masking aligned to global security and regulatory standards.

How It Fits Together

From fragmented unstructured data to a real-time intelligence engine.

Multi-source extraction, NLP context understanding, real-time pipelines, and secure integration — all unified in CheiAI's AI-first automation platform.

Legacy State

Fragmented Unstructured Data Operations

Manual extraction from emails, PDFs, scans, and notes. Siloed tools, inconsistent formats, high costs, slow decisions, and shallow OCR outputs.

Automation

10decoders CheiAI Automation Platform

AI-driven extraction, NLP entity recognition, real-time pipelines, live dashboards, seamless integration, and built-in encryption — all in one platform.

Modern Platform

Real-Time Intelligence Enterprise

60% faster processing, 40% lower costs, 3x faster decisions — a secure, unified data intelligence engine powering every business function.

Why It Works

Intelligence that's fast, accurate, and secure — by design

CheiAI was built to go beyond OCR — capturing meaning, context, and relationships in unstructured data to deliver decisions teams can actually trust.

Speed

60% Faster Processing

Automated extraction reduces manual data processing time by 60% — freeing teams from tedious document work and accelerating the full data-to-decision cycle.

AutomationAI Extraction
Cost

40% Lower Costs

Eliminating manual workflows at scale cuts operational costs by 40% — reducing the headcount burden of data processing and redirecting resources to value-added work.

Cost ReductionAutomation
Intelligence

3x Faster Decisions

AI-led classification and context extraction deliver insights 3x faster — giving every business unit the real-time intelligence needed to act with speed and confidence.

NLPReal-Time
Context

Beyond OCR — True Understanding

CheiAI captures sentiment, named entities, and business context — not just raw text. This depth of understanding produces far more accurate and actionable outputs.

NLPEntity Recognition
Integration

No-Disruption Deployment

CheiAI integrates with existing systems and workflows without requiring replacement or re-engineering — delivering automation without operational disruption.

IntegrationPlug-In Ready
Security

Built-In Compliance & Data Security

AI-driven validation, encryption, and masking ensure every document is handled securely and compliantly — aligned to global security standards at every stage.

EncryptionCompliance
The Deliverables

What We Built

01

Multi-Source Document Extraction

CheiAI automated extraction of sentiment, entities, and context from emails, PDFs, scanned images, handwritten notes, and web forms — replacing manual processing entirely.

02

Real-Time Dashboards & Data Pipelines

Dynamic dashboards and continuously streaming data pipelines deliver processed intelligence in real time — enabling immediate insights-to-action across all business functions.

03

Seamless Workflow Integration Layer

The platform integrated into existing enterprise systems and workflows without disruption — unifying automated data flows across all teams and document channels.

04

AI Validation, Encryption & Data Masking

Built-in AI-driven controls ensure secure, compliant data handling — with encryption and masking applied to all sensitive information in alignment with global security standards.

The Shift

What Changed

1

Data Extraction

Hours of manual document processing → Automated AI extraction across all document types, reducing processing time by 60%.

2

Contextual Understanding

Shallow OCR-based text extraction → NLP-powered understanding of sentiment, entities, and business context across every document channel.

3

Data Standardization

Fragmented tools, siloed systems, and inconsistent formats → A unified, automated data flow across all channels — standardized and reliable at scale.

4

Decision Speed

Batch reports with delayed insights → Real-time dashboards and continuous data pipelines delivering intelligence 3x faster across every business function.

5

Operational Costs

High manual processing overhead across the data pipeline → Automated workflows cutting operational costs by 40% — freeing teams for higher-value work.

6

Data Security & Compliance

Ad-hoc handling of sensitive information → AI-driven validation, encryption, and masking aligned to global security and compliance standards at every touchpoint.

The Outcome

Impact Across the Organization

Data & Operations

60% Faster Processing

Automated extraction reduced manual data processing time by 60% — eliminating bottlenecks and allowing operations teams to focus on analysis rather than extraction.

Finance & Efficiency

40% Lower Costs

Automating manual workflows reduced the need for human data processing resources — cutting operational costs by 40% across the enterprise's data pipeline.

Business Intelligence

3x Faster Decisions

AI-led classification and context extraction deliver insights 3x faster — enabling leadership and business functions to make accurate, data-driven decisions at speed.

Talk to our CTO

Start with a thirty-minute conversation.

No 50-page proposals. We'll tell you which level fits your situation, what a realistic engagement looks like, and what it would cost — in one direct meeting.

Who you'll talk to
Thomas, CTO at 10decoders

Thomas

Chief Technology Officer

Connect on LinkedIn

Thomas leads 10decoders' AI engineering practice and sits in on the scoping call himself — so the person mapping your engagement is the one who has shipped it before. His teams build and deploy agents for mid-market healthcare and fintech companies, with enterprise grade build experience for clients like IBM, Dedalus and Harris Healthcare. He'll be straight with you about what's worth doing and what isn't.

200+
Engineers
37+
Global Clients
ISO
27001 / 9001
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