Founder and CEO for 20 years
I founded and led Opensoft for two decades, working on enterprise software projects where architecture, delivery discipline, maintainability, and long-term customer trust mattered every day.
Over the last few years, many teams have experimented with AI chatbots for their business. Some prototypes looked promising in internal reviews, but very few held up once they met production expectations: authentication, data accuracy, security controls, and real users with unpredictable questions.
The lesson behind IAToolkit is simple: language models can be powerful, but they fail in real work unless they are connected to reliable data, structure, context, and tools. I built IAToolkit to explore that missing layer with the mindset of a software engineer, not as a prompt demo.
I am the founder of IAToolkit, and a software engineer by background. My trajectory combines hands-on software development, technical leadership, enterprise software delivery, and a long-running interest in how systems are designed, tuned, maintained, and operated.
I founded and led Opensoft for two decades, working on enterprise software projects where architecture, delivery discipline, maintainability, and long-term customer trust mattered every day.
After Opensoft, I served as CTO at Maxxa, bringing that software engineering discipline into a fintech environment where reliability, data, operations, and business execution are tightly connected.
I started IAToolkit from the conviction that AI inside companies needs the same engineering discipline as any other production system.