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Kubiya implements multiple safety layers including OPA (Open Policy Agent) policy enforcement, comprehensive RBAC, real-time infrastructure context awareness, and complete audit trails. All agent actions are governed by configurable policies that define what operations are permitted, under what conditions, and by whom. Organizations can start with read-only operations and progressively expand agent authority.
Yes, Kubiya is designed for zero vendor lock-in and integrates with major infrastructure tools including Kubernetes, Terraform, AWS, Azure, GCP, GitHub, Jira, PagerDuty, Slack, and Microsoft Teams. It connects via REST, GraphQL, and Webhooks, allowing it to orchestrate across your existing toolchain without replacing any components.
Traditional ChatOps tools primarily relay commands from chat interfaces to scripts and runbooks. Kubiya's agentic approach goes further: agents understand infrastructure context in real time, interpret high-level objectives, make intelligent decisions, and execute multi-step workflows autonomously — all within policy-defined guardrails.
Kubiya uses an Agentic Engineering Hours (AEH) consumption model where you purchase a retainer of AEH that agents consume as they perform tasks. Professional plans start at 2,500 AEH annually, with per-AEH rates typically in the $10–$20 range based on publicly referenced engagements — placing the entry-level annual cost at approximately $25,000–$50,000. Enterprise plans with larger AEH allocations typically start at $75,000+ annually. Exact pricing depends on commitment term, number of integrated tools, and support tier. A 30-day free trial with a limited AEH quota is available for evaluation, and Kubiya's sales team can provide a detailed cost breakdown during a scoping call.
Organizations report significant reductions in engineering overhead and mean time to resolution (MTTR) through automated incident response and self-service provisioning. Kubiya's vendor-reported estimates suggest 40–60% overhead reduction for mature deployments, though actual results vary based on organizational maturity, integration depth, and the scope of automated workflows. Formal third-party ROI studies are not yet publicly available.
Kubiya notifies you when approaching your AEH limit and provides options to purchase additional hours or adjust agent activity. Operations are not abruptly halted; the platform provides visibility into consumption patterns to help with capacity planning.
Kubiya's zero lock-in architecture means your underlying tools, configurations, and workflows remain intact. The platform orchestrates existing infrastructure tools rather than replacing them, so discontinuing Kubiya does not leave you without operational capability.
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Last verified March 2026