Buyer’s guide · 2026
Best Air-Gapped and On-Prem AIOps Platforms in 2026
Written by
Alok Singh Pawar
Published
July 2026
Reading time
8 min read
For defense, government, sovereign cloud and regulated banking, AIOps has to run where the data cannot leave. Many vendors say on-prem; far fewer run their full intelligence air-gapped. Here is an honest look at the real options in 2026.
The shortlist
The catch with air-gapped AIOps is that many platforms offer a self-hosted tier that quietly drops the newest AI, the data platform or the SaaS-only features that made them worth buying. The honest question is not whether a vendor can be self-hosted, but whether the full autonomous capability runs inside your perimeter. The list is ordered on that basis.
Opstral
Best for: Autonomous resolutionAutonomous, governed resolution across ten operational domains. It does not just detect and route; ProcBot executes the fix and Sherlock validates it before close, with every action a reversible, audited Action Ticket. Runs SaaS, on-premises or fully air-gapped.
Explore the platform →Dynatrace
Best for: Causal root causeDeep, automatic causal root-cause analysis via Davis across a fully mapped topology. Best when understanding exactly why something broke is the priority; the newest AI is SaaS-only.
Read the comparison →Splunk ITSI
Best for: Service-health predictionService-health scoring, prediction and episode grouping on the Splunk data platform. Powerful for committed Splunk shops; now part of Cisco and assumes data is centralised in Splunk.
Read the comparison →Elastic Observability
Best for: Search-heritage observabilityObservability on the Elastic Stack, with strong logs and search heritage and self-hostable deployment.
Prometheus + Grafana
Best for: Open metrics stackThe de-facto open-source, self-hostable metrics and dashboards stack. Ubiquitous and free, but you assemble correlation and remediation yourself.
Frequently asked questions
What does air-gapped actually mean for AIOps?
It means the platform, including the AI model and the remediation engine, runs entirely inside your network with no dependency on external services, so data never leaves and the system still works with no internet access.
Do observability platforms count as air-gapped AIOps?
Only partly. Several can self-host their observability layer, but their newest AI or data platform is often SaaS-only. Opstral runs its full autonomous resolution capability air-gapped.