| Deploy | One binary, SQLite or Postgres | Kubernetes + operator + Postgres + Redis |
| Release cadence | Actively released | Frozen since July 2024 |
| Live host-by-task matrix | | |
| Tools | Ansible, Terraform, OpenTofu, Bash, PowerShell, Python, Go | Ansible only |
| Job templates, surveys, schedules | | |
| Drag-and-drop workflow editor | | |
| RBAC, teams, per-object grants | | |
| LDAP, SAML, OIDC sign-in | | Today, yes. Removed on the development branch |
| Execution environments | All seven tools, Docker or Podman | Ansible only, Podman |
| Instance groups | | |
| High availability | Active-active on Postgres | Via Kubernetes |
| Duration-balanced job splitting | | Round-robin slicing |
| Fleet memory: flaky hosts, trends | | |
| Tamper-evident, signed audit | | |
| Drift detection and reconcile, Ansible and Terraform | | |
| Notification channels | Eleven, each with per-template targets | About ten, per job template |
| Advisory AI triage and fleet answers | | |
| Drop-in Go plugins: tools, secrets, AI, notifiers | | |
| Import from the other side | One command | |