Artificial Intelligence & ML

Predictive ML models & Triple Vote AI Engine

Cached Data

Updated: 1:52:35 PM

High

ML Accuracy

88.0%

Average prediction accuracy

Optimal

F1 Score

84.1%

Precision & recall balance

Excellent

Recall

88.6%

Relevant event detection

Stable

Model Drift (30 days)

8.0%

No retraining needed

Fast

Inference Time

9 ms

Per prediction

Active

Triple Vote AI Confidence

85%

3 model agreement

ML Model Performance (12 months)

M-12

M-11

M-10

M-9

M-8

M-7

M-6

M-5

M-4

M-3

M-2

M-1

80%Accuracy range: 82% - 89%90%

Accuracy Predictions

88.0%Correct

Correct predictions88.0%

Incorrect predictions12.0%

Anomaly Detection (30 days)

Day 1Avg: 11 anomalies/dayDay 30

Active Model Distribution

SecurityBERT42%

ThreatClassifier38%

CostOptimizer20%

Triple Vote consensus uses all 3 models

Recent ML Predictions

Event ID	Type	Prediction	Confidence	Model
evt-001	network_anomaly	threat	94.2%	SecurityBERT
evt-002	auth_failure	suspicious	87.8%	ThreatClassifier
evt-003	file_access	benign	91.5%	CostOptimizer