July 2025 — Quadric IT earned the Runner-Up distinction at the prestigious AI 4 Andhra Police Hackathon 2025, hosted by the Andhra Pradesh Police and Innovation Society. The event aimed to showcase how artificial intelligence can transform public safety and modern policing. Competing against over 170 teams from across India, Quadric IT emerged among the top 12 finalists and demonstrated its innovation excellence.
At the heart of this achievement was Blue Query, an AI-driven multilingual voice assistant that enables police officers to seamlessly query the Crime and Criminal Tracking Network & Systems (CCTNS) using simple voice or text commands in both English and Telugu.
What is Blue Query?
Blue Query is a secure, offline AI-powered solution that simplifies access to law enforcement data. Officers can use natural language commands to instantly retrieve detailed crime records without writing any code. For example:
“Show all pending POCSO cases in Nellore after July 2024.”
The assistant responds with real-time Oracle SQL queries, visual reports, and key insights—completely offline and without third-party API access.
Key Features
- Dual Language Support (Telugu and English)
- Offline Functionality for Maximum Data Security
- Auto-Generated Oracle SQL Queries and Visual Dashboards
- Natural Language Voice/Text Interface
- Fully Developed Within 48 Hours
Technical Architecture
- AI Engine: LangChain and LangGraph with private LLMs
- Database: Oracle (CCTNS backend)
- Interface: Voice and Text-to-SQL
- Visualization: Python (matplotlib and seaborn)
- Deployment: Local infrastructure for data security and compliance
Team and Mentors
The Blue Query project was built by Sujay Anishetti and SaiAjit Bhavaraju, under the guidance of Raghu T. (SAP Expert and Mentor at Quadric IT), along with advisors Kesari Sai Sabniveesu, Priyatham Thatavarthy, and Kamal Chand Kotha.
Mentorship support on the ground was provided by Sri Tushar Dudi, IPS, Superintendent of Police, Bapatla.
Recognition and Jury Panel
The hackathon’s jury included influential leaders from law enforcement and AI technology:
- Surya K., CEO, 4Sight AI
- Harish Kumar Gupta, IPS, DGP, Andhra Pradesh
- Sri Tushar Dudi, IPS, SP, Bapatla
- Ch. Srikanth, IGP, Andhra Pradesh
- Dr. Kolla Srinivas, Principal, RVR & JC College
The award ceremony was further honored by the presence of Hon’ble Home Minister Smt. Vangalapudi Anitha Garu, who emphasized the crucial role of artificial intelligence in transforming governance and enhancing the effectiveness of public safety initiatives.
Enabling Scalable Civic Solutions
Quadric IT is now actively exploring opportunities to pilot Blue Query within real-world policing systems in Andhra Pradesh. The goal is to build long-term collaborations that bring measurable improvements to law enforcement operations.
Press Coverage Highlights
Quadric IT’s innovative work received widespread media attention:
- Deccan Chronicle (English)
- News18 Telugu
- Prajavartha
- Eenadu
- Webdunia Telugu
- NTV Telugu
- DailyHunt
- The Hans India (Telugu Edition)
- The Pioneer (Telugu Edition)
- Policing Times
Explore More
To see how Quadric IT leverages artificial intelligence to solve real-world business and civic problems, visit our AI/ML Services page.
About Quadric IT
Quadric IT is a global technology company specializing in AI, SAP S/4HANA Public Cloud, and civic tech innovation. The company actively nurtures emerging talent by offering internship programs, mentorship, and real-world hackathon participation.
Quadric IT is always a step ahead in using AI-combined technologies to create scalable solutions for both business and social transformation. It consistently nurtures young talent through internships, hackathons, and real-world learning opportunities.