mohammed thehseen shah

senior sofware developer at 1stream

I have over a decade of experience building software solutions for the contact center industry, with a strong focus on automation, reporting, payment system integrations, and third-party CRM integrations. My work spans custom CRM development and multi-channel platforms, with current emphasis on conversational interfaces like chat, WhatsApp, and AI-powered chatbots. As I explore AI applications in customer experience — including speech-to-text, text-to-speech, and retrieval-augmented generation (RAG) with vector databases — I’m now expanding my skill set to include graph databases. I’ve traditionally modeled data using relational and document stores, but I'm eager to learn how graph-based models can better represent complex relationships and power intelligent systems in this space.