Hybrid and multi-cloud estates spread telemetry across clouds and on-prem, and few tools correlate it into one picture, let alone act on it. This is an honest shortlist of AIOps for hybrid and multi-cloud in 2026, ordered by breadth of correlation and deployment flexibility.
For hybrid and multi-cloud the deciding factors are whether a tool correlates across environments into one view and whether it can run where your data must live. We ordered by breadth and deployment flexibility.
Correlates telemetry across clouds and on-prem via OpenTelemetry and resolves incidents through governed Action Tickets, and uniquely runs SaaS, on-premises or fully air-gapped, so it fits estates that cannot be all-SaaS.
Explore the platform →Broad SaaS observability across clouds with anomaly detection. Best for a unified view when all-SaaS is acceptable.
Read the comparison →Automatic topology and causal root cause across hybrid estates. Best for automated cross-environment root cause.
Read the comparison →Agentless monitoring across hybrid infrastructure and networks. Best for broad, low-setup hybrid coverage.
Read the comparison →Service mapping and Predictive AIOps tied to the CMDB across environments. Best when ServiceNow is the system of record.
Read the comparison →Correlates events across whatever tools each environment uses. Best for stitching together a heterogeneous estate.
Read the comparison →In hybrid and multi-cloud, two things separate the field: can the tool correlate across all your environments, and can it run where regulation and data-gravity require, including on-prem and air-gapped. Most SaaS suites do the first well but not the second; Ops Singularity is built for both.
Telemetry is spread across clouds and on-prem with different formats, so correlating it into one incident view is difficult. OpenTelemetry helps by standardising the data across environments.
Yes. Ops Singularity correlates across both and can be deployed SaaS, on-premises or air-gapped, which matters when some data cannot leave your environment.
Bring a real incident. We will show you Sentinel investigate, act and verify end to end, with every action reversible and audited.