Opening google hangouts or another voip based sms app from browser links
Answering my own question, but still welcome other better/easier to implement solutions.

There is an app - xvoiceplus that can make third party apps use gv for sms. This should do the trick for me however it requires xposed framework which in turn requires the phone to be rooted.

Installation instructions here