I've come across this before.
This is probably due to different Point-of-Sale (Krisflyer phone line will be SIN, website will be departure country). 2-3 years ago, I saw a lower surcharge ex-ICN online compared to what the phone agent was quoting. I had to point this out, and the agent was then able to lower it to the website cost. Not sure whethe the same will apply today.