A Silicon Valley unicorn is the term given to a private startup in the region that is valued at over $1 billion. The term unicorn is commonly used in the venture capital industry. For instance, San Jose-based Zoom Video Communications (ZM) was valued at $1 billion in 2017. Founded in 2011, the company went public in 2019.