
Episode #19
Evaluating AI-Generated Code Quality: A Guide for Non-Technical Founders
AI can build your MVP before lunch. That doesn't mean it's ready for your users. In this episode of AI Thoughtmakers, we sit down with Vishal, Tech Lead at GeekyAnts, and Roshan, Senior Software Engineer at GeekyAnts, for a conversation every non-technical founder needs to hear about what AI-generated code actually looks like under the hood, why it passes the demo but fails in production, and why the biggest misconception in the founder world right now is thinking you don't need engineers. From exposed API keys hiding in plain sight to why AI will hallucinate its way through your codebase when you're not looking, this is the honest, no-filter guide to evaluating AI-generated code quality before it costs you everything. Key topics covered: • Why AI is powerful for MVP development but risky without an engineering layer • The biggest founder misconception right now and why engineers are still non-negotiable • Should non-technical founders trust AI-generated code? The answer is clear • The most common warning signs in AI-generated code founders miss entirely • What to verify before you deploy — compliance, security, and edge cases • Why AI still can't handle long-term maintainability and code structure • Senior software engineer vs. premium AI coding model — which one would you choose? • Security risks such as exposed API keys, weak authentication, and PII leakage • Can AI-generated code pass a compliance audit? What needs to happen first • Who is responsible when AI-generated code causes a security breach? • How software teams will look 5 years from now — and why engineers aren't going anywhere If you're a non-technical founder building an app with AI, a startup leader evaluating AI-generated software, or an engineer explaining why an AI-built MVP is not ready for production, this episode will help you understand what happens between an impressive demo and reliable production software. Subscribe for more conversations on AI, engineering, product development, and the future of software. Connect with Vishal: / vishalsh2299 Connect with Roshan: / roshan-kumar-ojha Connect with Prem: / premgoswami






