On September 15, TypeSafe AI opened early access to Jev, a model that accepts unstructured state but returns typed choices, scores and probabilities instead of generated language. That changes the economics of automation because software can act on bounded outputs without waiting for prose to be written and parsed. Businesses now need to decide which AI workflows truly need a language model—and which are paying a speed, cost and control penalty for words no customer will ever