ErrorZeroErrorZero
System Healthy

5 services ยท 450 logs/min

Smart Alerts

AI learns which alerts you ignore and automatically adjusts thresholds

Total Alerts

3

Alert Reduction

73%

Action Rate

94%

was 23%

Learning

1

alert

High CPU Usage

SUPPRESSED

cpu > 70% for 5 minutes

47

Triggered

0

Actions

47

False Positives

0%

Action Rate

๐Ÿค– AI Adjustments:

2 weeks ago: Threshold: 70% โ†’ 90%

Reason: Always between 70-80%, safe range

โœ“ This alert was suppressed because of 47 false positives. AI adjusted the threshold to reduce noise.

Database Timeout

ACTIVE

db_timeout > 5s

3

Triggered

3

Actions

0

False Positives

100%

Action Rate

Slow Query

LEARNING

query_duration > 2s

89

Triggered

2

Actions

87

False Positives

2%

Action Rate

๐Ÿค– AI Adjustments:

1 week ago: Threshold: 2s โ†’ 5s

Reason: High false positive rate (97%)

๐Ÿง  AI is learning from your responses to optimize this alert. Expected optimization in 3-5 more triggers.

How Smart Alerts Work

1. ๐Ÿ“Š Track Behavior

AI monitors which alerts you dismiss vs act on

2. ๐Ÿง  Learn Patterns

Identifies false positives and adjusts thresholds automatically

3. โšก Auto-Optimize

Reduces alert volume by 70% while keeping what matters