PurposeThis paper aims to investigate inferences consumers make about organic and all-natural labeled products in both food and non-food contexts using the health halo effect as a theoretical foundation.Design/methodology/approachThis paper uses three experiments to test the effects of organic and all-natural labeling across three product types, food, personal hygiene and household cleaning, while controlling for environmental attitudes.FindingsThe results of the experiments in the context of food, personal hygiene and household cleaning products suggest that both organic and all-natural labeling produce halo effects. Distinct findings are presented across the three product types.Research limitations/implicationsFindings indicate that consumers may make unwarranted inferences about both organic and all-natural labeled products and demonstrates that the health halo effect is a potentially robust phenomenon, pervasive across a diverse array of products. This research used a crowdsourcing platform for sample recruitment. Future research should validate the results of these experiments with other sample types.Practical implicationsThis research suggests that consumers may make similar unwarranted inferences for diverse products bearing organic and all-natural labels. These inferences are particularly intriguing given the differing regulatory requirements for the labelsOriginality/valueOrganic and all-natural labels are ubiquitous in both food and non-food products. However, research on either label primarily exists in a food context and has not directly compared the labels. Understanding the inferences consumers make based on the labels across product types is imperative for both marketing and public policy.