Experimental chatbot prototype that helped validate a new customer acquisition channel, increasing referral conversions from 0% to 13% in the first quarter.
American Express via Philosophie
Financial Services
April 2019 - May 2019
Software Engineer & Product Strategist
Google Assistant, Twilio, Google Voice, NLP, Prototype Development
Prototype Development, Technical Strategy, UX Research Support, AI/ML Implementation
2 UX researchers, 1 software engineer
A rapid prototyping initiative to validate American Express's hypothesis for a new chatbot-based credit card referral system. The project aimed to explore whether customers would engage with conversational interfaces for financial referrals while maintaining AMEX's professional standards and security requirements.
This was part of AMEX's broader strategy to discover untapped marketing channels and simplify their customer acquisition process through digital innovation.
Chatbot prototype interface designed for AMEX referral system testing
Technical implementation showing Google Assistant and Twilio integration for prototype testing
Building the right prototype for research means focusing on what you're actually testing. When the Google Assistant chatbot became inconsistent and hurt the user experience, switching to a Wizard of Oz approach was the right call since we weren't testing the AI itself. Sometimes the simplest solution is the best one, especially when technology complexity can distract from the core research questions.
Interested in building chatbots and conversational interfaces that drive real business results?