Inference providers don't claim private inference. However, they must uphold certain security and legal compliances.

You have no guarantees over any random connected laptop connected across the world.

Kagi Assistant has a five point scale of estimated privacy levels of models hosted on different providers.

https://help.kagi.com/kagi/ai/llms-privacy.html