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Cognitive Automation

Cognitive Data Processing

Most of your company's data is 'dark'—trapped in emails, PDFs, audio recordings, and images. We build cognitive pipelines that ingest this unstructured media at scale, extracting relationships, entities, and structured metrics to feed your analytics engines.

Dark DataEntity ExtractionKnowledge GraphsData Lakes
2M+
Documents Processed
Extracted entity relationships from 2 million legacy legal documents to build a searchable compliance database.
100%
Visibility
Turned thousands of hours of unsearchable call center audio into queryable customer sentiment data.
Expert Led
Arsalan Abbas
Lead Data Engineer
Big Data ArchitectureData Engineering Experts
Capabilities

Core Features

Named Entity Recognition (NER)

Automatically identifying People, Companies, Locations, and Dollar Amounts buried in thousands of legal contracts.

Knowledge Graph Generation

Mapping the relationships between extracted entities (e.g., Company A owns Company B, which signed a contract with Person C).

Audio & Video Processing

Transcribing call center recordings and extracting action items, sentiment, and compliance violations automatically.

Data Normalization

Taking messy data (e.g., '100 USD', '$100.00', 'one hundred dollars') and converting it into a single, queryable database integer.

Implementation

Our Process

01

Data Lake Integration

Week 1

Connecting to your raw data storage (AWS S3, Azure Blob, SharePoint) where the dark data currently resides.

02

Pipeline Architecture

Week 2

Designing the serverless architecture (AWS Lambda/Step Functions) required to process thousands of files simultaneously.

03

Model Deployment

Week 3-4

Deploying specific ML models for specific data types (Whisper for audio, LayoutLM for PDFs, GPT for text reasoning).

04

Data Structuring & Graphing

Week 5

Writing the logic that takes the raw model outputs and structures them into JSON, SQL rows, or Neo4j graph nodes.

05

Analytics Integration

Week 6

Connecting the newly structured, clean database to your BI tools (Tableau, Snowflake) for executive reporting.

Tech Stack

Technologies We Use

AWS Step Functions / Airflow
Pipeline Orchestration
Neo4j
Knowledge Graph Database
Snowflake
Data Warehousing
Hugging Face / OpenAI
Extraction Models
Common Questions

FAQ

What is 'Dark Data'?

Why use a Knowledge Graph instead of a regular database?

Can you process data securely on-premise?

Ready to Innovate?

Accelerate Your Business with
Cognitive Data Processing

Book a free strategy call. We'll scope the exact requirements for your use case and walk you through our implementation approach.

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