Software as a service (SaaS) featuring software for facilitating adaptive AI safety, symbolic constraint enforcement, compliance governance, and deterministic mutation control, namely, providing temporary use of online non-downloadable software for monitoring, controlling, and auditing inference-time behavior of artificial intelligence systems.