Looks like the example video is extremely expensive.
It racks up almost 2$ of usage in about a minute.
Some of the cheaper models have very similar performance at a fraction of a cost, or indeed you could use a local model for "free".
The core issue though is that there's just more tokens to process in a web browsing task than many other tasks we commonly use LLMs for, including coding.