AI alert noise reduction

Suppresses flapping alerts, deduplicates simultaneous incidents, and silences known-noise patterns — cuts alert volume by 50–80% for most teams.

Quick answer

Three layers: (1) confirmation gates before an alert fires, (2) dedupe of simultaneous incidents on the same root domain / provider, (3) learned suppression of recurring known-noise patterns.

How each layer works

Where to find it in Lemwatch

Settings → Alerts → Noise reduction.

How to tune

  1. Start with defaults — safe for most teams.
  2. If you page an on-call human, raise the confirmation threshold.
  3. Review "Suggested suppressions" weekly and accept the safe ones.

FAQ

Will I miss a real outage?

Confirmation adds ~60s median. Hysteresis prevents oscillation. Real outages are never suppressed — only flapping is.

Can I disable noise reduction?

Yes, per rule — but you'll pay for it in pager fatigue.

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