Clinc

Clinc was one of the more ambitious conversational AI bets to come out of Ann Arbor, and the company's story reflects both the opportunities and the hard lessons of the pre-LLM natural language era. Founded in 2015 by Jason Mars and Lingjia Tang out of the University of Michigan's Clarity Lab, Clinc built a voice interface platform that banks and enterprises deployed to handle customer interactions.

At its peak, Clinc raised more than 70 million dollars from Drive Capital, Baidu Ventures, and others, and it counted some of the largest US and international banks as customers. The technology could hold multi-turn conversations about account balances, transfers, and fraud disputes without breaking down into scripted menus, which was a genuine technical achievement for pre-transformer NLP. The company contributed real engineering to the state of the art in goal-oriented dialog systems.

The conversational AI market has shifted dramatically since the arrival of large language models, and Clinc has navigated the change in real time. The company continues to operate out of Ann Arbor, and its alumni network is deeply interwoven with the local AI scene. Former Clinc engineers have gone on to start new AI-first companies, consult for financial services firms on LLM rollouts, and re-enter U-M as faculty or industry affiliates.

The office sits downtown in Ann Arbor, a few blocks from U-M's central campus. For engineers interested in applied NLP and machine learning, Clinc remains a good perch in the city's AI community, with direct access to the Clarity Lab and the broader U-M research ecosystem. The commute to downtown is nonexistent. The cost of living compared to the West Coast is a structural advantage for every job in this space.