Most AI failures in products do not happen because the model is weak. They happen because the model is guessing in the dark.A large language model can write code, summarize meetings, draft emails, generate reports, and answer customer questions. But when it does not know which customer, which contract, which policy, which ticket, which version of the truth, or which permission boundary applies, it will still produce a confident answer.