Software as a service (SAAS) services featuring software using artificial intelligence for tracing, documenting, and auditing reasoning chains and decision-making processes in AI systems; Software as a service (SAAS) services featuring software for capturing structured metadata from AI agent operations, namely reasoning mode classification, confidence scoring, escalation flagging, and cryptographic output verification for AI transparency and regulatory compliance