As of September 2026, global corporate AI spending is expected to exceed $25 billion. However, with companies such as OpenAI and Replika being fined heavily for model bias errors, legal risks are expanding from suppliers to customers. In the case of Moffatt v. Air Canada, Canadian courts ruled that airlines were responsible for refunding errors caused by AI chatbots; the National Transportation Safety Board (NTSB) in the United States is investigating violations related to Waymo’s autonomous vehicle algorithms and has recalled over 3,000 vehicles as a result. Experts recommend that companies should fully understand their technology stack and plan ahead to address legal risks and liability issues arising from AI errors.