The best log anomaly detection tools make use of log structuring and event categorization in order to improve the accuracy of log anomaly detection. Open source solutions such as the Elastic Stack (and its many derivatives) use LCS techniques for event categorization. Zebrium, uses a multi-layered unsupervised machine learning technique that tends to achieve much better results, especially for rare event types (rare event types are often very high value for log anomaly detection).