The main purpose of the study is to explore the response of key stakeholders to CSR from the perspective of CSR information, and to examine the disclosure effect of CSR information. Based on the theory of planned behavior, the conceptual model of the relationship between CSR information and behavioral intention of consumers, job seekers and investors is constructed. Using the scenario design and questionnaire method to obtain research data, we find that CSR information has a direct impact on purchase intention, job pursuit intention and investment intention from the perspective of empirical analysis. The credibility of information has a moderating role in the relationship between CSR information and stakeholders’ behavioral intention.