At Balbix we believe in using the right algorithms and tools to ensure correctness, performance and deliver an excellent user experience. We draw boldly from the latest in AI/ML research but are unafraid to go beyond Bayesian inference and statistical models if the situation demands it. We are generalists, caring as much about storytelling with data, as about bleeding edge techniques, scalable model training and deployment. We are building a quality engineering culture with strong emphasis on caring about customer needs and deploying at scale. Towards that end, constructing end to end use case scenarios with large scale data and validation will be crucial. Automation plays a critical role towards achieving that goal.