Watchful is a company that provides AI acceleration for natural language processing (NLP) and large language models (LLMs). It offers electronic medical record (EMR) extraction and classification, fraud and spam detection, anti-money laundering, contract intelligence, spam classification, and other services. The company caters to healthcare, e-commerce, finance, retail, life science, cybersecurity, and other sectors.