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How Ovais Quraishi Used AI to Build a Healthcare Compliance App in Just 3 Hours
Episode • Bonus Episode • 16th October 2026 • AI Decisions You Have to Defend • Nicola Onassis
00:00:00 00:17:11

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Episode Summary:

In this episode of Engineering Choices You Have to Defend, hosted by Nicole Onassis, we sit down with Ovais Quraishi, an engineering leader with experience building teams across startups, focusing on infrastructure, reliability, and software quality. Ovais shares how he used AI-assisted development to solve a healthcare compliance challenge involving time-consuming, paper-based processes.

Healthcare centers must maintain detailed records of equipment temperatures, medicine storage conditions, and other regulatory requirements. Managing these records on paper created challenges with storage, record retrieval, and audit readiness. Instead of purchasing expensive software, Ovais used Claude to build a custom application in roughly three hours of prompting spread across several days.

Ovais explains how AI helped convert existing PDF forms into a functional web application, while he provided the architecture, business rules, and compliance requirements. He emphasizes that healthcare software still requires careful attention to authentication, data encryption, audit trails, and data integrity, especially when handling protected health information. He deliberately kept AI from accessing sensitive patient information.

The conversation explores how AI is changing the build-versus-buy decision for businesses. Ovais explains why custom-built applications can be a practical alternative to expensive software subscriptions when organizations have specific, well-defined needs. He also highlights an important consideration: faster development does not eliminate the need for ongoing maintenance, security updates, and responsible software management.

Key Takeaways:

  • AI-assisted development can help organizations build custom applications quickly for specific business needs.
  • Clear requirements and business rules are essential to turning AI-generated code into a functional solution.
  • Healthcare compliance applications require strong security, authentication, data integrity, and audit trails.
  • Building internally can be a cost-effective alternative to purchasing software with unnecessary features.
  • Faster development does not eliminate the need for ongoing maintenance and software management.

Connect with Ovais Qureshi:

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"Engineering Choices You Have to Defend explores the real technical decisions behind regulated software, engineering transformation, AI integration, and the systems leaders build to make complex technology work in the real world."

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