The midfielder is a free agent after coming off contract this oast summer at Turf Moor.
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BBC Sport says Brownhill is set to pen a two-year contract with Al Shabab.
The 29 year-old had offers from Premier League clubs, but has decided to continue his career in Saudi's burgeoning competition.
Brentford, Wolves, Leicester and West Ham were all keen on the midfielder.