Sometimes it's a false economy to try to save a couple of bucks on one thing when it could lead to large expenses on other things. If you get a gravel that's cheap, but it damages either the cories' barbels or stomachs, then you'll be spending out on meds or new cories.
In some of my tanks I use Schultz' Aquatic Soil, which is like a lightweight gravel. It costs about $7 for a large bag in Walmart or Home Depot, etc. One bag is just about right for a planted 10g tank, but you would probably only need a 1/2 bag if you're not planting the tank. I've used it with cories, loaches and plecos without problems.