The market is flooded with addictive mobile apps that generate millions of downloads but not millions (or even thousands) of dollars.

Where does this leave mobile-focused investors?

Skeptical, to say the least. "Millions of users does not translate into millions of dollars in revenue," said Jenn Wei, an investor at Silicon Valley-based Blumberg Capital. In New York, FirstMark Capital's Matt Turck shares similar concerns.