I recall seeing a series of eBay ads a few years ago liquidating a fleet of loaner bikes from an "expedition outfitting" company. The bikes were all rigid Killer V series.
I'd say "go for it!" There are tons of examples of people who have a great time touring on whatever they have available. Here's my Schwinn Sierra as another example:
