A resource accessibility engine according to the present invention uses a resource-specific knowledge base and user preferences to convert a resource into an improved accessibility resource. Examples of a resource include a website, document, webpage image file, multimedia file, auditory file or any other text and/or non-text record. The resource-specific knowledge includes content and formatting information that reduces ambiguities, translates implied information into explicit information and improves the accessibility of the resource content. The user preferences represent the physical capabilities of the user's access device, and the user's semantic and personal preferences for how content should be displayed. An editor uses an annotation wizard to create the resource-specific knowledge base based on the original resource.