We are interested in replacing human processing of web resources by automated processing. Based on an experimental system we identify uncertainty issues which make this process difficult for automated processing. We show these uncertainty issues are connected with Web content mining and user preference mining. We conclude with a discussion of possible future development heading to an extension of web modeling standards with uncertainty features.