At OCBC Bank, Singapore, I built an NLP-powered customer messaging platform integrated with CRM workflows, improving service-agent efficiency 4x. I also led work on OCBC’s consumer rewards redemption experience across mobile and web, increasing redemption rates 72% while reducing reward funding costs 5%.
At FWD Insurance, Singapore, I built an NLP conversational platform that automated 25% of customer interactions and launched a mobile-first insurance application with automated claims assessment. I'm now developing EventWingBot and BudgetBot, alongside Kneadmate, a freemium sourdough baking app from concept to live prototype.

