No, you do not have to soak wood chips first. However, soaking chips from 30 minutes to eight hours in water, beer or apple juice will impart a more intense smoke flavor. Also, soaking prevents the wood chips from burning too quickly, which will save you the hassle of replenishing chips frequently. Some opt to mix dry and soaked chips.