What happens to the price if supply increases?

If the cost of supply falls for each unit of supply (a shift of the supply curve right), the change in price depends on the price elasticity of demand:

Price is unchanged when price elasticity of demand is infinite.

Price falls when price elasticity of demand is less than infinite.