MAXSIM

Max, the AI agent, reads live code, routes, databases, logs, and usage data — then makes changes directly to the running system, not a local copy. Deployments go live in seconds, and every diff, query, and cost event is logged so you can inspect exactly what changed. The system holds routes, containers, and SQL databases in a single model, which means the AI reasons about the whole architecture rather than one file at a time. The ceiling appears when your workflow demands integration with external infrastructure you already own — Maxsim is a closed cloud, so teams with existing AWS or GCP investments face a hard migration decision, not a gradual one. Beta status means guided onboarding exists, and real workloads are running, but production edge cases carry the normal risk of an early-stage platform.