Intelligent diagnostics platform using AI and automation for autonomous, system-level fault detection and root-cause analysis across complex machines and fleets. Targets robotics, industrial, maritime and complex automation operators; correlates logs, telemetry and component relationships to pinpoint faults, explain causes and recommend resolutions to improve uptime and resilience.