Alert fatigue,
solved with agentic remediation
Kubegrade connects to your monitoring and alerting stack, triages every signal, pages the right humans for critical incidents, and remediates the rest with GitOps pull requests.
Built for platform and DevOps teams running multi-cluster production with strict change-control.
The Problem
Most teams are drowning in alerts.
- Too many low-value notifications
- Missed critical incidents because everything looks critical
- On-call gets burned out, response quality drops
- Fixes get trapped in tribal knowledge and manual runbooks
- Remediation bypasses change control, or it moves so slowly it becomes useless
The promise
Every alert ends in one of three outcomes
- Escalate immediately to the right stakeholder via PagerDuty for human intervention
- Remediate with guardrails using agent-generated pull requests in your GitOps workflow
- Archive and organize the rest for learning, tuning, and reporting
How it works
1) Connect your alert sources
Ingest alerts, events, logs, and metrics from your existing tools and routes.
2) AI triage and classification
Agents cluster duplicates, detect patterns, assign severity, and map ownership based on service context and historical outcomes.
3) Critical path escalation
Critical alerts that require humans get routed to the right team with full context and a proposed action plan.
4) Automated remediation with PRs
For fixable categories, agents generate a pull request with a clear diff, rationale, rollback notes, and links to evidence.
5) Dashboard control
Track status across all alerts: queued, escalated, PR open, awaiting review, merged, verified, closed. Run fully automatic or “approve-to-act” modes.
What the dashboard shows
- Alert volume and noise ratio by service, cluster, namespace, and team
- MTTA and MTTR trends by category
- Top recurring failure modes with suggested preventative fixes
- Remediation pipeline status and success rates
- Ownership map and routing accuracy
- Guardrail compliance for every action
Guardrails by design
- No blind changes in prod
- Every action produces an auditable PR
- Configurable approval gates per environment
- Role-based permissions and scoped agents
- Safe-mode defaults for new integrations and new categories
- Full traceability from alert → evidence → action → diff → verification
Integrations
Initial targets include your standard observability and alerting stack, plus incident response and source control.
Who this is for
- Platform and DevOps teams supporting multiple services and clusters
- Organizations with on-call rotation pain and noisy alerting
- Regulated environments that require approvals and audit trails
- Teams already using Git-based change management and want safe automation
Design Partner program
Goal
Build this in real production environments, tuned to how your team actually operates.
What Design Partners get
-
Early access to the feature and roadmap influence
- Integration support for your stack
- Hands-on onboarding for routing, ownership mapping, and guardrails
- Joint success criteria and measurable outcomes
- Case-study option after results are proven
What Kubegrade needs from Design Partners
-
A real alert workload and access to non-sensitive metadata
- A stakeholder for platform, SRE/DevOps, and incident response
- A Git workflow where PR-based remediation is acceptable
- Willingness to iterate during implementation
