Software as a service (SAAS) services featuring software for log aggregation, monitoring, analysis, and querying of machine-generated data; providing temporary use of non-downloadable software for searching, filtering, and analyzing log data using a proprietary query language; providing temporary use of non-downloadable software utilizing artificial intelligence for generating queries, detecting anomalies, and analyzing patterns in log data.