I have consumed a decent amount of literature coming out of WWDC and I do not understand how the billing and model availability side of things will work.
Its definitely the case that Apple said that some AI capabilities will rely on cloud hosted models; and that some of these capabilities will be metered; and that "some paid iCloud+ plans" include increased usage. Its unclear what the full extent of capabilities that rely on cloud models are. We know that Spatial Reframing is a capability that relies on cloud models and will be metered; this was stated on-stage. The typical conversations with Siri are, supposedly, a mix, possibly based on how complex the query is? We know there are two cloud-hosted models (what they call internally "Cloud" and "Cloud Pro"); are both of these metered? Does it depend on the use-case (e.g. is Spatial Reframing metered because of its use-case or because of which model it uses?)
A lot of this would be easier to figure out if there was, somewhere, a "meter" you could see drop every time you used a metered feature; but there isn't. There is zero indication of metered AI usage anywhere in the settings that I have found (I am on the 27 dev beta). There is also zero indication that any of the iCloud+ plans include metered AI usage. It is also of note that Apple very specifically said on-stage that "some iCloud+ plans" include increased usage; implying that the $2.99/mo plan likely does not.
Apple has also announced that developers under a certain revenue number can use their foundation models in private cloud compute for free [1]. This implies: third party developers will pay for it. In other words: it might be the case that your shared iCloud+ pool of AI usage only applies to AI capabilities from first-party Apple apps, while in third-party apps the developers are expected to front the bill. Which further reinforces your point: Why would anyone choose to integrate with these cloud models?
Strange situation, and unlike Apple; they seem very frantic.
[1] https://techcrunch.com/2026/06/08/apple-bets-cheaper-ai-will...