If you spend your day in a terminal, a YAML editor, or a Grafana tab — AI assistants in 2026 are no longer a curiosity. They're a real productivity layer. But not every tool is good at infrastructure work. After a year of daily use across Linux administration, OpenStack operations, Prometheus alert authoring, and Kubernetes debugging, here's the honest shortlist.
The criteria
We're not ranking on benchmark scores. We're ranking on infrastructure usefulness:
Reasoning over command output — can it actually read top, kubectl describe, or journalctl and find the real problem?
Safety — does it warn before suggesting destructive commands?
