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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

Optimized keyword strategy

Greater alignment

Better data organization

Refined search processes

The challenge

The challenge

Unstructured data analysis for road safety insights

Unstructured data analysis for road safety insights

A 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

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

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

The impact

Maximizing relevance and efficiency

Maximizing relevance and efficiency

Better keyword discovery

  • Found related terms

  • More effective search

  • More detailed findings

Higher relevance

  • High number of document match

  • Filtered key data

  • Enhanced data quality

Smarter categorization

  • Ranked documents

  • Streamlined sorting

  • Simplified entry

Looking ahead

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

All rights reserved © 2025 Fractal Analytics Inc.

Registered Office:

Level 7, Commerz II, International Business Park, Oberoi Garden City,Off. W. E.Highway, Goregaon (E), Mumbai City, Mumbai, Maharashtra, India, 400063

CIN : U72400MH2000PLC125369

GST Number (Maharashtra) : 27AAACF4502D1Z8

All rights reserved © 2025 Fractal Analytics Inc.

Registered Office:

Level 7, Commerz II, International Business Park, Oberoi Garden City,Off. W. E.Highway, Goregaon (E), Mumbai City, Mumbai, Maharashtra, India, 400063

CIN : U72400MH2000PLC125369

GST Number (Maharashtra) : 27AAACF4502D1Z8

All rights reserved © 2025 Fractal Analytics Inc.

Registered Office:

Level 7, Commerz II, International Business Park, Oberoi Garden City,Off. W. E.Highway, Goregaon (E), Mumbai City, Mumbai, Maharashtra, India, 400063

CIN : U72400MH2000PLC125369

GST Number (Maharashtra) : 27AAACF4502D1Z8