The Opstral Engineering Blog
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- IntegrationWhen ServiceNow Opens a P1 and Nobody Knows Who Owns ItThe assignment group was populated before a human read the ticket. It was still wrong. What ServiceNow records perfectly is not the ...Read the walkthrough →
- PerspectiveWhat We Will Not Automate, and WhyEvery vendor publishes a capability list. Almost none publishes a refusal list. This is ours, along with the rule that decides what goes ...Read the perspective →
- PerspectiveYour MTTR Is Mostly WaitingSplit your last ten incidents into detect, route, investigate, fix and verify. In most estates the fix is the smallest number on the ...Read the perspective →
- IntegrationWhen Datadog Raises a Monitor AlertA Datadog monitor tells you a threshold was crossed. It cannot tell you why, what else is affected, or whether the fix is safe. Here is ...Read the guide →
- IntegrationWhen a Prometheus Alert Fires at 3amAlertmanager routed it correctly and the rule was well written. An engineer still spends twenty minutes rebuilding context the cluster ...Read the guide →
- PerspectiveConfidence Scores Are the Wrong GateA model can be 99 percent certain and still be about to cause an outage. What decides whether an AI acts alone is the blast radius of the fix, not ...Read the perspective →
- Buyer’s GuideThe Best AIOps Platforms in 2026: An Honest ComparisonA fair look at the platforms enterprises actually shortlist, Datadog to BigPanda to Opstral, what each is best for, and how to choose between detect-and-alert and autonomous resolution.Read the comparison →
- ComparisonMoogsoft Alternative: From Correlation to ResolutionMoogsoft pioneered alert correlation and noise reduction, and is now part of Dell. An honest look at where Opstral differs: governed autonomous resolution across ten domains.Read the comparison →
- ComparisonIncident.io Alternative: From Coordination to ResolutionIncident.io coordinates the humans and comms during an incident. An honest look at where Opstral differs: it resolves the incident autonomously, with governance.Read the comparison →
- ComparisonNew Relic AIOps Alternative for Autonomous ResolutionNew Relic layers AI on your telemetry, and went private in 2023. An honest look at where Opstral differs: governed resolution, not just observability.Read the comparison →
- ComparisonGrafana AIOps Alternative: Beyond DashboardsGrafana is the open standard for dashboards. An honest look at where Opstral differs: it resolves incidents with governance, and complements your open stack.Read the comparison →
- ComparisonOpsgenie Alternative: From Alerting to ResolutionAtlassian is retiring Opsgenie (end of support April 2027). If you are migrating anyway, here is the case for moving to autonomous resolution, not another alerting tool.Read the comparison →