Welfare auditing in dairy farming is moving from input-based standards toward outcome-based measures that directly assess the experience of cows on the farm.
Input-based standards specify what farms must provide but cannot guarantee positive welfare outcomes. Outcome-based auditing measures the actual welfare state of animals and holds farms accountable for results rather than just procedures. Regular welfare auditing linked to commercial incentives is one of the most promising mechanisms for systematic dairy welfare improvement.