Denials appear arbitrary, and they aren't. These are mostly due to errors before submission, like an outdated fee schedule, a missing modifier, or a coder not having all clinical context. The denial is always a given, and practices end up writing off revenue that could have been recovered. The actual solution isn't to wait for the next batch to pass, but to improve the process upstream. This matters most in radiology medical billing, where imaging claims demand precise documentation and coding, and a single overlooked detail can trigger weeks of delay. Getting it right the first time protects revenue that would otherwise quietly disappear into rework.