Computer services, namely, providing data intelligence and analytics in the nature of an online non-downloadable computer software application and integrated platform as a service (PAAS) featuring computer software platforms that provides access to internal and external data sources, harmonizes disparate data, and enables fast, collaborative data analysis; Providing on-line non-downloadable computer software featuring data intelligence and analytics services that provide access to internal and external data sources, harmonize disparate data, and enable fast, collaborative data analysis; computer services, namely, providing data intelligence in the nature of data analytics through the use of temporary, non-downloadable computer software; computer services, namely, creating computer network-based indexes of information using smart profiling based on data shape, data structure and semantics to eliminate the need for pre-modeling every metric, dimension and attribute to speed the process of conveying data on-demand to go from data sources to converged insight; Providing on-line non-downloadable computer software for data semantic recognition using smart profiling based on data shape, data structure and semantics to eliminate the need for pre-modeling every metric, dimension and attribute to speed the process from source data-to-insight