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Reliability / On-call

Self-Healing Incident Response

Detect, diagnose, and remediate production incidents — or escalate with a complete evidence bundle.

~2 min
detection to resolution (vs 15–30 min)
24/7
coverage with no paging on transients
Pre-classified
escalations arrive with evidence, not raw alerts

The problem

On-call follows a tedious 15–30 minute loop: an alert fires, an engineer checks 3–5 dashboards, classifies the issue, runs a fix, and verifies. It's mechanical, it's 24/7, and transient noise buries the real incidents.

Our approach

A two-tier stack. An AI agent handles judgment — is this real, should we investigate? A deterministic workflow engine handles action — diagnose, remediate, verify — with scoped permissions and full audit logs. Adaptive triggering, safe execution. Destructive steps are single-resource scoped, rate-limited, and dry-run by default.

How it works

Where the AI agent acts, and where a human stays in the loop.

TriggerAI AgentWorkflowDecisionHumanOutput
Trigger

Monitoring alert

A synthetic probe, log alarm, or metric breach posts to the team's messaging app.

AI Agent

AI agent triages

Reads the alert and decides whether action is warranted — a real issue vs a known transient.

Workflow

Parallel diagnostics

The workflow runs read-only queries across logs, metrics, edge events, and probe history at once.

Decision

Classify the incident

The root-cause label drives the next action.

transient
Output
Post recovery confirmation
service issue
Workflow
Auto-remediate (scoped, idempotent)
edge issue
Human
Escalate to on-call with evidence
unknown
Human
Escalate with full evidence bundle
Workflow

Verify recovery

Re-runs the probe and confirms the service is healthy.

Output

Post outcome & learn

Result posted back to the alert thread; fed into the agent's memory for next time.

AI agentWorkflow engineMonitoringCloudMessaging appLeast-privilege access

Want something like this for your team?

We'll find one workflow worth automating and the ROI behind it. No slides.