Evolution Analytics built an AI-powered incident diagnosis tool using Streamlit in Snowflake and Cortex LLMs, giving engineers instant root cause analysis and triage recommendations from any incident number. Delivered to 2,500+ users with a 54% drop in mean time to resolve.