Caboo Shield

Model Poisoning Detection

Monitor AI models for adversarial attacks and data poisoning attempts

Active Threat Detected

Anomalous patterns detected in GPT-Shield-v3. Potential data poisoning attack in progress. 156 suspicious samples identified in the last hour.

+3

24

Models Protected

+28

156

Attacks Detected

-1.3%

94.2%

Accuracy Score

+0.8%

99.1%

Detection Rate

Model Health Monitor

Real-time accuracy and drift detection

Live

Anomaly Detection

Normal Samples
Poisoned Samples

Recent Detections

Data Poisoning

Model: GPT-Shield-v3523 samples affected

criticalactive
5 min ago87% confidence

Adversarial Pattern

Model: BERT-Defender342 samples affected

highmitigated
10 min ago92% confidence

Distribution Shift

Model: Vision-Guard-2.0156 samples affected

mediummitigated
15 min ago78% confidence

Backdoor Trigger

Model: Multi-Modal-Protector789 samples affected

criticalactive
20 min ago95% confidence

Data Poisoning

Model: GPT-Shield-v3432 samples affected

highmitigated
25 min ago83% confidence

Adversarial Pattern

Model: BERT-Defender123 samples affected

lowmitigated
30 min ago71% confidence

Model Performance

Current Performance

Average: 88.5%

-3.2%

vs baseline

Baseline Target

Average: 91.7%

Optimal

performance

Attack Vector Analysis

Data Poisoning23 incidents
85%
Gradient Attack18 incidents
72%
Backdoor Injection15 incidents
68%
Label Flipping12 incidents
45%
Feature Collision8 incidents
38%
Trigger Patterns31 incidents
92%

AI Recommendations

Quick Actions