Firms are being asked to price work with more certainty than before. AI is often presented as the shortcut. But the reality is less straightforward. What looks like one capability is actually four, each with its own role and easy to confuse with the wrong kind of tool. This piece unpacks what each one actually does, where it helps, and where it falls short.