Software as a service (SAAS) services featuring software for monitoring, measuring, and analyzing performance, behavior, and resource utilization of artificial intelligence systems, machine learning models, and autonomous software agents; Providing temporary use of online non-downloadable computer software for collecting, aggregating, and analyzing telemetry data, execution traces, and operational metrics associated with AI-driven workflows and multi-agent systems; Providing online non-downloadable computer software platforms for tracking, reporting, and optimizing economic outcomes associated with AI deployments; Providing temporary use of online non-downloadable computer software for evaluating efficiency, cost, and economic impact of AI processes; Providing temporary use of online non-downloadable computer software for optimization, diagnostics, and performance improvement of AI systems based on observed data and analytics