CASE STUDY
Turning 20 Years of Crime Data into Actionable Intelligence
Turning 20 Years of Crime Data into Actionable Intelligence
Turning 20 Years of Crime Data into Actionable Intelligence
Turning 20 Years of Crime Data into Actionable Intelligence
Focus: Legacy data → intelligence dashboards + criminal network mapping.
8 Sep 2025
3 minutes
“ ToyStack AI helped us clean, validate, and make sense of terabytes of unstructured data in record time. Their agent-led approach determined relationships between fields and delivered accurate, actionable dashboards, all within days. What would have taken us months was accelerated without compromising on precision or security. “
“ ToyStack AI helped us clean, validate, and make sense of terabytes of unstructured data in record time. Their agent-led approach determined relationships between fields and delivered accurate, actionable dashboards, all within days. What would have taken us months was accelerated without compromising on precision or security. “
Abhishek Mohanty
IPS, Telangana
IPS, Telangana
IPS, Telangana
Introduction
The Telangana Anti-Narcotics Bureau (TGANB) is at the forefront of tackling drug-related crimes in the state. With more than two decades of case data, the Bureau had a rich but under utilized resource. However, legacy systems and unstructured records made it extremely difficult to extract insights and act swiftly. TGANB partnered with ToyStack to transform this complex dataset into a powerful, intelligence-driven analytics platform.
What the problem was ?
Key Challenges:
Legacy data challenges: Over 20 years of scattered and inconsistent records made it nearly
impossible to run reliable analytics.
Outdated portal: The existing system was difficult to navigate and lacked the ability to provide
actionable insights.
Fragmented intelligence: Criminal networks spanned across cases and FIRs, but
connections were hidden in un organized data.
Decision-making delays: Senior management could not get a holistic picture of trends,
repeat offenders, or criminal linkages in real time.
Key Challenges:
Legacy data challenges: Over 20 years of scattered and inconsistent records made it nearly
impossible to run reliable analytics.
Outdated portal: The existing system was difficult to navigate and lacked the ability to provide
actionable insights.
Fragmented intelligence: Criminal networks spanned across cases and FIRs, but
connections were hidden in un organized data.
Decision-making delays: Senior management could not get a holistic picture of trends,
repeat offenders, or criminal linkages in real time.
How We Helped
Data Cleansing & Structuring: Standardized and cleaned decades of legacy records into
well-defined, relational tables — enabling seamless querying and reporting.
Robust Analytics Dashboard: Built a user-friendly, role-based platform for senior
management to track cases, FIRs, statuses, and outcomes.
Criminal Network Mapping: Designed a dynamic graph-based view that connects individuals
across FIRs, exposing hidden associations and criminal hierarchies.
Scalable Infrastructure: Delivered a system capable of integrating new data streams and
evolving with future enforcement requirements.
Data Cleansing & Structuring: Standardized and cleaned decades of legacy records into
well-defined, relational tables — enabling seamless querying and reporting.
Robust Analytics Dashboard: Built a user-friendly, role-based platform for senior
management to track cases, FIRs, statuses, and outcomes.
Criminal Network Mapping: Designed a dynamic graph-based view that connects individuals
across FIRs, exposing hidden associations and criminal hierarchies.
Scalable Infrastructure: Delivered a system capable of integrating new data streams and
evolving with future enforcement requirements.
ToyStack's Impact
20+ years of legacy data organized into clean, reliable tables.
360° criminal intelligence dashboard for quick, data-backed decision-making.
Criminal network visualization that reveals hidden linkages across FIRs and years.
Improved operational efficiency with faster access to insights and reduced manual data
handling.
Enhanced trust in data — senior management can now rely on accurate reports for planning
and intervention.
20+ years of legacy data organized into clean, reliable tables.
360° criminal intelligence dashboard for quick, data-backed decision-making.
Criminal network visualization that reveals hidden linkages across FIRs and years.
Improved operational efficiency with faster access to insights and reduced manual data
handling.
Enhanced trust in data — senior management can now rely on accurate reports for planning
and intervention.
Conclusion
By transforming two decades of messy, fragmented data into a powerful intelligence system, ToyStack empowered the Telangana Anti-Narcotics Bureau to stay ahead in the fight against drug-related crime. From case tracking to criminal network mapping, the Bureau now has a single, reliable platform that enhances both operational efficiency and strategic decision-making.
ToyStack is scalable, enterprise-grade and more importantly, simple.
ToyStack is scalable, enterprise-grade and more importantly, simple.
ToyStack is scalable, enterprise-grade and more importantly, simple.
ToyStack is scalable, enterprise-grade and more importantly, simple.
Tech Stack
Resources
Compliances:
India Office:
36, Rest House Crescent, Mahatma Gandhi Road, Shanthala Nagar, Bengaluru - 560001, Karnataka
USA Office:
131 Continental Dr, Suite 305 Newark, DE 19713,
New Castle County
© 2025 Toystack AI Private Limited
Tech Stack
Resources
Compliances:
India Office:
36, Rest House Crescent, Mahatma Gandhi Road, Shanthala Nagar, Bengaluru - 560001, Karnataka
USA Office:
131 Continental Dr, Suite 305 Newark, DE 19713,
New Castle County
© 2025 Toystack AI Private Limited
Tech Stack
Resources
Compliances:
India Office:
36, Rest House Crescent, Mahatma Gandhi Road, Shanthala Nagar, Bengaluru - 560001, Karnataka
USA Office:
131 Continental Dr, Suite 305 Newark, DE 19713,
New Castle County
© 2025 Toystack AI Private Limited
Offerings
Resources
Compliances:
India Office:
36, Rest House Crescent, Mahatma Gandhi Road, Shanthala Nagar, Bengaluru - 560001, Karnataka
USA Office:
131 Continental Dr, Suite 305 Newark, DE 19713,
New Castle County
© 2025 Toystack AI Private Limited