Hana Kobayashi

Hana is a data scientist at Auralis, turning millions of support conversations into the signals that make AI agents smarter. She builds the evaluation frameworks and metrics behind numbers like "95% accuracy" — because at Auralis, a statistic has to earn its place on the page.

Her focus is measurement you can trust: rigorous evaluation sets, honest baselines, and metrics tied to outcomes customers actually feel. If Auralis publishes a number, Hana can show you how it was earned.