Weeks to months, depends on how much moisture is in the air, exposure to rain etc.
I'd suggest a dab of primer onto the exposed metal, then apply touch-up paint. And it's a good idea to get it fixed before the chip becomes worse, rust like to spread under the paint! a mates GTR needed a big touch-up as rust had gone under the surrounding chips and I had to scrape paint away to get rid of rust!!