By challenging an Ante Test, you’re taking the position that the Ante Test can/will fail, which could indicate a vulnerability in the protocol. You will pay a block-by-block decay on your challenged crypto to stakers (~100 gwei per block per ETH, roughly 20% of your challenged crypto per year) but have the potential benefit of a larger bounty if the Ante Test actually fails.