Here is a different answer, Zillow[1] seems to think there are about 1,200 homes (approximately) are for sale in San Francisco. If 120 people buy homes for cash it takes 10% of the available inventory off the market.

[1] http://www.zillow.com/homes/for_sale/San-Francisco-CA/pmf,pf...