KAIROAI

Providing temporary use of online non-downloadable software for automated discovery, identification, and inventory of cloud computing resources and configurations; providing temporary use of online non-downloadable software for automated analysis of cloud computing architectures, system dependencies, and application and infrastructure telemetry for the purpose of identifying performance bottlenecks, scalability constraints, availability and reliability risks, and cost inefficiencies; providing temporary use of online non-downloadable software for monitoring, measuring, and optimizing cloud infrastructure resource utilization, capacity, and spending; providing temporary use of online non-downloadable software for generating reports, recommendations, and visualizations, namely architecture diagrams and operational dashboards, in the fields of cloud infrastructure and application operations; providing temporary use of online non-downloadable software for generating infrastructure-as-code templates and configuration artifacts for deploying, configuring, and remediating cloud environments; providing temporary use of online non-downloadable software for automated assessment and planning of cloud migration and modernization, namely generating software-based migration readiness assessments, target-state architecture outputs, and post-migration optimization outputs; providing temporary use of online non-downloadable software for monitoring and optimizing machine learning operations infrastructure, namely monitoring model deployment environments, inference latency, system resource consumption, data quality metrics, and detecting data drift and model performance degradation.