Farm animal welfare certification schemes vary enormously in standard, audit frequency, and enforcement, making label interpretation critical for consumers.
Welfare certification provides meaningful improvement over uncertified production when standards are robust and auditing is rigorous and unannounced. The proliferation of low-quality labels with minimal standards undermines consumer ability to make genuinely welfare-improving purchasing decisions. Certification transparency including audit reports, non-compliance rates, and outcome measurements is essential for scheme credibility.