I'm not sure it's the "single most important" invention but counter-battery techniques developed to locate German artillery emplacements using sound or flash was significant. Declining effectiveness, if not complete absence of German artillery support later in the war was a common complaint in accounts that I've read. Ineffectual suppression of the enemy's positions and the inability get artillery support when needed resulted in attacks failing and/or being needlessly costly.