QDEX Consulting

QDEX Consulting cuts AI security and red teaming testing from months to days with Google Cloud

Results on Google Cloud
  • Compresses security red teaming timelines from 3-4 months to just two days using Gemini models

  • Reduces code regression defects by 80% with automated, spec-driven reviews through Sniffr.ai

  • Generates and executes 10,000+ adaptive security attacks in eight hours to ensure compliance

QDEX Consulting uses Gemini models to automate code reviews and AI security testing, cutting analysis times from months to days.

Gurunathan Gunaseelan presents "Sniffr.AI: AI-Powered Validation for Accelerated Software Delivery" on a stage screen

Building a flexible, high-speed infrastructure for global AI consulting

Google Cloud gives us a space where we can work with our data in different forms and choose different compute engines based on flexibility. Having everything in one place, paired with the intelligent reasoning of Gemini, helps us build systems much faster.

Gurunathan Gunaseelan

Founder and CEO, QDEX Consulting

QDEX Consulting is a lean team of more than 50 engineers providing software, cloud, and AI solutions to more than 25 clients globally. As businesses race to adopt AI, QDEX helps them navigate use cases, build secure agentic solutions, and ensure high returns on investment. To keep pace with rapid development demands, QDEX required a unified environment that provided diverse compute and database options without the friction of managing multiple providers.

By centralizing its operations on Google Cloud, QDEX uses Cloud Run for workloads that require higher CPU or memory but receive fewer requests, benefiting from built-in horizontal and vertical scaling.

The team uses Google Kubernetes Engine (GKE) when workloads need to handle higher request volumes or when customers require portability to their own infrastructure. For data storage, QDEX integrates MongoDB Atlas to manage unstructured reporting data, while utilizing Cloud SQL to maintain tightly coupled relational mapping for security compliance frameworks.

To optimize this expanding architecture, QDEX partnered with Brio, a managed services provider. Brio’s proactive usage monitoring and budget management freed QDEX’s engineers from having to constantly track cloud spending, reducing Google Cloud costs by 15–20% and allowing the team to focus entirely on building innovative products.

Automating spec-driven development and AI red teaming with Gemini models

Sniffr.ai architecture diagram
What we used to do manually for three months is now done in two days. A single run generates 10,000 plus adaptive attacks, and the intelligence layer of Gemini allows us to operate at a pace that is humanly impossible to replicate.

Gurunathan Gunaseelan

Founder and CEO, QDEX Consulting

With its infrastructure secured, QDEX developed proprietary tools to automate software delivery and AI security. Sniffr.ai was built to automate the code review process. Instead of just checking coding standards, Sniffr.ai uses Gemini models to understand pull requests contextually—mapping code back to project specifications from Jira or Trello. Orchestrated through Pub/Sub for batching, Sniffr.ai identifies edge cases and reduces regression defects by 80%, helping customers realize a 40%-50% improvement in development productivity.

Mr Probe AI Security banner featuring LENS to test AI before launch and ATC to guard every prompt in production

As clients increasingly deployed LLM chatbots and agents, QDEX identified a critical gap in AI security. Traditional cybersecurity approaches were not designed to address emerging AI-specific threats such as prompt injection and hijacking. In response, QDEX built Mr. Probe, an automated security red teaming and functional evaluation tool. Mr. Probe performs security red teaming and functional evaluation against frameworks including OWASP, NIST, and MITRE, while mapping attacks to relevant compliance requirements such as HIPAA and GDPR.

Architecture diagram of MrProbe on Google Cloud

By utilizing Gemini models for adaptive intelligence, Mr. Probe dynamically generates over 10,000 attacks against an agentic system in just eight hours. Previously, this process required three engineers working manually for three to four months. During a recent deployment for an edtech platform, Mr. Probe executed a multilingual attack that exposed critical data vulnerabilities in a staging environment within hours, proving the tool's immense value in safely deploying AI.

Looking ahead, QDEX Consulting is preparing to expand its global footprint, with plans to open a new office in Singapore for the Mr. Probe team. Ultimately, the company is focused on democratizing AI adoption beyond tech-centric organizations, using its tools to ensure businesses across all industries can safely and confidently harness the benefits of artificial intelligence.

QDEX Consulting provides software, cloud, and AI consulting, specializing in building secure, automated AI agent solutions for clients across the globe.

Industry: Technology

Location: India/UAE

Products: Google Cloud, Gemini, Cloud Run, Google Kubernetes Engine (GKE), Cloud SQL, Pub/Sub


About Google Cloud partner – Brio

Brio is a Managed Services Provider (MSP) offering QDEX Consulting proactive cloud consulting, cost optimization strategies, budget monitoring, and usage oversight to maximize Google Cloud efficiencies.

Google Cloud Partners
  • Brio
Google Cloud