Computer services for automating the real-time detection, mitigation, prioritization and/or prediction of cyber threats and strikes; computer services for the development, implementation and delivery of artificial intelligence, machine learning and deep learning for use in controlling automated hunting, triaging and correlating of cyber-security threats within network packets, system log data, application log data, authentication log data, host data and customer supplied data; providing software as a service for cyber-security, detecting, mitigating, prioritizing and/or predicting advanced on-premise, cloud and/or hybrid network threats and strikes using artificial intelligence, machine learning and/or deep learning; computer services for the development of artificial intelligence and machine learning computer systems, including deep learning for continuous data collection, acquisition, compilation, correlation, retrieval, analysis and classification of data from on-premise, cloud and/or hybrid network traffic, on-premise, cloud and/or hybrid network communication, on-premise, cloud and/or hybrid network flow data, and on-premise, cloud and/or hybrid network intercommunication; providing computer services, namely, developing customized artificial intelligence services for continuous monitoring, identifying, verifying, analyzing, correlating, comparing, classifying, sorting and scoring of data collection, acquisition from on-premise, cloud and/or hybrid network traffic, on-premise, cloud and/or hybrid network communication, on-premise, cloud and/or hybrid network flow data, and on-premise, cloud and/or hybrid network intercommunication, acquisition and compilation of data into specific areas, event triage, threat analysis threat correlation and system and application logs created and identified by artificial intelligence, machine learning and/or deep learning; computer services for others, namely, development of Natural Language Processing (NLP), Computational Linguistics (CL), Information Retrieval (IR) and Machine Learning (ML) computer systems which are capable of understanding general human queries and formulating responses; computer systems analysis; integration of computer systems and on-premise, cloud and/or hybrid networks; computer services, namely, computer system administration for systems used in commercial interactions over global computer on-premise, cloud and/or hybrid networks; scientific and industrial research, namely, research and development of new cybersecurity products or threat intelligence systems; Technical research in the field of computers that integrate Natural Language Processing (NLP), Computational Linguistics (CL), Information Retrieval (IR) and Machine Learning (ML) which is capable of understanding general human queries and formulating responses, and scientific research for cyber-security purposes; computer consultation services for threat detection and response; computer consulting services in the field of security operations; all of the above relating specifically to analytical computing technologies that provide multi-modal natural language processing, generation, reasoning and machine learning for contextual cyber-security threat analysis and response, and natural interaction.