Quadric IT unveils voice-AI innovation at AI4 Andhra Police Hackathon 2025

July 2025 — Quadric IT earned the Runner-Up distinction at the prestigious AI 4 Andhra Police Hackathon 2025 (opens in a new tab), hosted by the Andhra Pradesh Police and Innovation Society. The event set out to show how artificial intelligence can transform public safety and modern policing.

• Runner-UpAI 4 Andhra Police Hackathon 2025
• 170+Teams competing from across India
• Top 12Finalists, including Quadric IT
• 48 hrsTo build Blue Query end to end

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 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 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 created automatically.

• Natural-language interface

  Ask by voice or text.

• Built in 48 hours

  Fully developed within the hackathon window.

Technical architecture

AI engine

LangChain and LangGraph with private LLMs

Database

Oracle (CCTNS backend)

Interface

Voice and text-to-SQL

Visualisation

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), with advisors Kesari Sai Sabniveesu, Priyatham Thatavarthy and Kamal Chand Kotha.

Mentorship on the ground was provided by Sri Tushar Dudi, IPS, Superintendent of Police, Bapatla (opens in a new tab).

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 honoured by the presence of Hon’ble Home Minister Smt. Vangalapudi Anitha Garu, who emphasised 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 work received widespread media attention:

• Deccan ChronicleEnglish (opens in a new tab)
• News18 Telugu (opens in a new tab)
• Prajavartha (opens in a new tab)
• Eenadu (opens in a new tab)
• Webdunia Telugu (opens in a new tab)
• NTV Telugu (opens in a new tab)
• DailyHunt (opens in a new tab)
• The Hans IndiaTelugu edition (opens in a new tab)
• The PioneerTelugu edition
• Policing Times

About Quadric IT

Quadric IT is a global technology company specialising in AI, SAP S/4HANA Public Cloud and civic tech innovation. We use AI-combined technologies to create scalable solutions for both business and social transformation — and we nurture emerging talent through internship programmes, mentorship and real-world hackathon participation.