I would think almost the opposite. The prices are high where there are high incomes--California, NY, Boston, Washington...
If you don't need to chase a high income, you can move where there's cheaper rent and try to innovate there. Assuming that you don't need any of the spatial resources of the expensive areas. (A big if... but perhaps you can grow your idea then move to the areas with lots of capital.)