Part of the uWAN Security Ecosystem

UDPI

Real-Time Network Threat Detection with Deep Learning

Neural network-based packet analysis delivering sub-100ms intrusion detection with 97%+ accuracy

Real-time Protection

Sub-100ms latency from packet capture to threat classification

High Accuracy

97%+ detection rate on NSL-KDD and CIC-IDS2017 benchmarks

Privacy-First

Local processing with no data exfiltration

Hardware-Optimized

Native support for Apple Silicon, x86_64, ARM64

100K+ packets/sec<100ms latency97.8% accuracy

How UDPI Protects Your Network

UDPI operates as a silent guardian on your network, analyzing every packet in real-time using machine learning models trained on millions of attack samples.

Packet Capture

Monitor network interface, capture packets without impact

Feature Extraction

Analyze 283 unique characteristics

Neural Network

CNN, CNN-LSTM, Autoencoder evaluate

Ensemble Decision

Weighted voting for maximum accuracy

Actionable Alerts

Threat classification with confidence scores

What UDPI Detects

DoS/DDoS attacks

Port scanning

Brute force attempts

Botnet C&C traffic

Web attacks (SQLi, XSS)

Malware channels

Data exfiltration

Zero-day patterns

Performance You Can Measure

Detection Accuracy

Dataset	Samples	Threat Types	Accuracy
NSL-KDD	125,973	DoS, Probe, R2L, U2R	97.8%
CIC-IDS2017	2.8M+	DDoS, PortScan, Web, Botnet	96.4%
CIDDS-001	671,241	PortScan, BruteForce, DoS	96.8%

* Shipped UDPI may not use these datasets as training data

100K+

packets/sec throughput

<100ms

end-to-end latency

<500MB

typical memory usage

~1.4K

samples/sec training

Rust-Native

Memory-safe, zero-copy processing, async I/O for high throughput

ML Stack

Candle ML (Hugging Face), CNN/CNN-LSTM/Autoencoder, in-Rust training

Platform Support

macOS (Apple Silicon/Intel), Linux (x86_64/ARM64), Embedded ARM64

Privacy & Security

Local processing only, no cloud dependency
IP addresses anonymized in logs
Configurable data retention policies
Drop-root privileges after initialization
SafeTensors format for model loading

Who Uses UDPI

Enterprise Security Teams

Monitor for APTs, reduce alert fatigue, complement existing SIEM solutions

MSSPs

Lightweight deployment, scale without hardware, custom-trained models

Educational Institutions

Protect campus networks, research security patterns, train students

Cloud Providers

Multi-tenant IDS, compliance support, value-added security services

Critical Infrastructure

SCADA protection, detect reconnaissance, air-gapped security

Part of the uWAN Security Platform

UDPI operates as the core detection engine within UWAN, providing real-time threat intelligence

Threat Feeds

UDPI alerts enrich UWAN's global threat intelligence database

Policy Enforcement

Detection triggers automated response actions across UWAN components

Analytics Pipeline

Packet and flow data contribute to long-term trend analysis

Multi-Tenant Architecture

Isolate detection contexts for different organizational units

Complementary UWAN Components

Firewall Integration (automatic rule updates)
SIEM Correlation (ML confidence scores)
Threat Intelligence (global attack database)
Incident Response (automated playbooks)

Extensibility

REST APIConfigurable outputs (JSON, Syslog, webhook)Custom model training pipelinePlugin architecture

Getting Started with UDPI

Quick Evaluation

Request a demo or contact the UWAN team for a pre-built evaluation package tailored to your environment.

Production Deployment

Install

Download the package for your platform (macOS, Linux x86_64, Linux ARM64)

Configure

Specify network interface and detection preferences in the configuration file

Deploy

Run the service—automatically initializes and begins monitoring

Integrate

Connect alert outputs to your existing SIEM or security workflows

Custom Model Training

Train on your organization's network traffic for specialized threat detection. UDPI supports training on your own PCAP data.

Model Training Data:

• Synthetic Generated Data (algorithmically generated patterns)
• Public Domain Datasets (government and research data)
• Customer Data (your own network traffic)

All models ship with permissive licenses suitable for commercial deployment.

Ready to enhance your network security?

Get in touch with our team to learn more about UDPI and the uWAN security platform.

Contact Support Learn About uWAN