According to the information from Facebook, for now this is expected behavior on mobile devices. Facebook engineers are planning to look into this in the future releases.
Investigating · UTC
Some of the Customer Chats do not deliver their opt-in messages when opened in a mobile browser.
Hopefully, it will be resolved soon.
We are currently waiting for Facebook's response and confirmation that it's the bug on their side.