Grafana vs Ops Singularity

The Grafana AIOps Alternative for Autonomous Resolution

Grafana is the open standard for dashboards and visualization, with a full open observability stack behind it. If your goal is to resolve incidents rather than visualize and alert on them, here is an honest comparison with Ops Singularity.

Why teams evaluate an alternative to Grafana

Grafana is the de-facto open standard for dashboards, and with the LGTM stack, Loki for logs, Grafana for visualization, Tempo for traces and Mimir for metrics, it is a full, open, self-hostable observability toolkit. If your priority is flexible visualization you own and compose yourself, Grafana is very hard to beat, and it is genuinely open. Teams look for an alternative when they want autonomous resolution and governance rather than dashboards and alerts: Grafana shows you what is wrong and can alert, but a human still acts on it, and stitching correlation, remediation and validation together is left to you.

DimensionGrafanaOps Singularity
Primary focusOpen dashboards, visualization and an open observability stackAutonomous, governed resolution across enterprise operations
Detection vs resolutionVisualizes and alerts on your data; remediation is left to a human or external automationCloses the loop: ProcBot executes the fix, Sherlock validates it before the incident is closed
Governance of actionsAlerting is native; governed remediation is not part of the visualization layerEvery action runs as a reversible, audited Action Ticket, with approval gates where you want them
Operational breadthVisualization and alerting across the metrics, logs and traces you feed itTen modular pillars spanning telemetry, service, infrastructure, security, data, cost, process, DevSecOps, agent ops and the managed estate
Openness & hostingOpen-source, self-hostable, or Grafana CloudCommercial platform; SaaS, on-premises or fully air-gapped
Best forTeams that want open, composable dashboards they ownEnterprises that want incidents resolved with governance across ten domains

When Grafana is the better choice

If you want open, composable dashboards and to own your visualization layer end to end, Grafana is the standard, and the open LGTM stack gives you a self-hostable observability foundation without lock-in. Ops Singularity's TelemetryOps pillar is built to complement an open stack like this, not to rip it out; if visualization and openness are the goal, Grafana is an excellent choice.

Where Ops Singularity is different

It resolves, not just visualizes

Grafana shows you the problem. Sentinel AI acts on it: ProcBot executes the fix and Sherlock verifies recovery before the incident is closed.

Governed autonomy, out of the box

Correlation, remediation and validation come as one governed loop, rather than being assembled from dashboards, alert rules and external scripts.

Ten domains, one intelligence

One layer across telemetry, service, infrastructure, security, data, cost, process and the managed estate, deployable on-premises or fully air-gapped.

Frequently asked questions

Does Ops Singularity replace Grafana?

No, and it does not try to. Many teams keep Grafana for open dashboards and visualization and use Ops Singularity for autonomous resolution on top, connecting through Integration Connectors. TelemetryOps can also feed and complement an open observability stack.

What does Ops Singularity add over Grafana?

Autonomous execution of the fix through governed, reversible Action Tickets, validation via Sherlock, and a closed correlation-to-resolution loop, rather than dashboards and alerts that still require a human to act.

Is Ops Singularity open-source like Grafana?

No. Ops Singularity is a commercial platform. Its advantage is a governed, autonomous resolution loop across ten domains, deployable on-premises or air-gapped; Grafana's advantage is open, composable visualization you fully own.

See resolution on your own stack.

Bring a real incident. We will show you Sentinel investigate, act and verify end to end, with every action reversible and audited.

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