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Case Studies

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Turn unstructured data into precision insights

Turn unstructured data into precision insights

Turn unstructured data into precision insights

How AI-powered text mining transformed data analysis

How AI-powered text mining transformed data analysis

Enhanced keyword mapping

Higher relevance

Improved categorization

Optimized search efficiency

The challenge

Unstructured data analysis for road safety insights

A leading bank undertook projects on socioeconomic issues, generating vast amounts of unstructured data in various files. The challenge was to scan and extract insights related to road safety from a large database of documents and concepts.

Key challenges

  • Vast, unorganized document repository

  • Pinpointing road safety insights amid diverse topics

  • Extracting meaningful insights quickly and accurately

The solution

Advanced data processing and AI-powered insights

Efficient text mining

Faster analysis

Automated extraction

Scaled data processing

AI-driven keyword expansion

Deep learning for keywords

Improved search accuracy

Enhanced relevance

Implementation approach

1

Cross-document mapping

  • Analyzed term trends

  • Identified key patterns

  • Generated heat maps

2

Statistical insights

  • Measured term flow

  • Cross-verified trends

  • Tracked projects

3

Geo-temporal analysis

  • Sorted by location and year

  • Tracked regional trends

  • Mapped history

The impact

Maximizing relevance and efficiency

Better keyword discovery

  • Found related terms

  • Improved search

  • Deeper insights

Higher relevance

  • 60% documents matched

  • Filtered key data

  • Reduced noise

Smarter categorization

  • Ranked documents

  • Streamlined sorting

  • Easier access

Looking ahead

Expanding AI capabilities

  • Enhance deep learning models for greater accuracy

Scaling data processing

  • Optimize systems for larger datasets and faster analysis

Refining insights

  • Improve categorization for deeper, more actionable intelligence