The Shield

VPX Fraud Nodes

Distributed consensus designed to detect, validate and permanently blacklist fraudulent numbers before a second of fraudulent traffic reaches your network. In development; part of the VPX Protocol, mainnet planned Q4 2026.

Gradient boosting + neural network ensembleAI MODEL
47 per-number behavioural and network featuresFEATURE COUNT
2/3+ active Fraud NodesCONSENSUS THRESHOLD
<60 seconds from blockchain confirmationBLACKLIST PROPAGATION
Overview

What it
does

Fraud Nodes are the planned security layer of the VPX Network. They are designed to perform real-time fraud detection, consensus-based fraud validation and permanent blockchain blacklist management - so that fraud signals detected on any connected carrier's network will propagate to every other participant within 60 seconds. VoicePro's live fraud intelligence runs today through Global Insight+; the decentralised Fraud Node network is in development.

Each Fraud Node independently evaluates traffic patterns, number reputation data, IRSF signatures, Wangiri callbacks and TDoS indicators - running an AI ensemble model trained on billions of real-world telecom events. When a node detects a suspected fraud pattern, it submits a signed fraud report to VPX Protocol for consensus validation.

A fraud event is only written to the permanent blacklist when 2/3+ of active Fraud Nodes reach consensus on the validity of the report. This threshold prevents false positives and ensures no single operator can unilaterally blacklist numbers without evidence. Once confirmed, the blacklist entry is immutable - it cannot be removed without a new consensus vote with evidence of innocence.

Node Process

How the node operates

01

Signal Detection

Fraud Nodes monitor real-time traffic patterns across their connected carriers. AI models score every number attempting to originate traffic against 47 behavioural and network features.

02

Fraud Report Submission

When a node's model exceeds the fraud score threshold, it generates a signed fraud report including evidence hash, number, timestamp, fraud type and confidence score - submitted to VPX Protocol.

03

Consensus Validation

Other Fraud Nodes independently verify the submitted evidence. 2/3+ consensus required for blacklist confirmation. Nodes that disagree submit counter-evidence; the majority position prevails.

04

Blockchain Write

Confirmed fraud events are written as immutable records to VPX Protocol. The record includes: number, fraud type, evidence hash, reporting nodes, consensus timestamp and blacklist status.

05

Network Propagation

Blacklist update propagates to all VPX Network participants within 60 seconds of blockchain confirmation. Every connected carrier and node receives the update simultaneously.

Capabilities

Engineered for network scale

0147 features

AI Fraud Scoring

Ensemble model (gradient boosting + neural network) scoring every number at submission. 47 features including call patterns, number reputation, geographic anomalies and historical fraud signals.

02

IRSF Detection

International Revenue Share Fraud detection using international call pattern analysis, destination reputation scoring and real-time comparison against known IRSF number ranges.

03

Wangiri Blocking

Wangiri (one-ring fraud) detection using call duration analysis and callback pattern matching. Confirmed Wangiri numbers are blacklisted before callbacks can be completed.

04

TDoS Mitigation

Telephony Denial of Service detection via traffic volume anomaly scoring. Automatic rate limiting on high-volume originating numbers pending consensus fraud validation.

052/3 consensus

Consensus Blacklisting

No single operator can blacklist a number. 2/3+ Fraud Node consensus required. Counter-evidence process prevents false positives. Immutable record protects against fraudulent blacklisting.

06<60s update

<60s Propagation

Confirmed fraud blacklist updates propagate to all VPX Network participants within 60 seconds of blockchain confirmation - faster than fraud calls can spread.

Technical Specs

Under the hood

AI ModelGradient boosting + neural network ensemble
Feature Count47 per-number behavioural and network features
Consensus Threshold2/3+ active Fraud Nodes
Blacklist Propagation<60 seconds from blockchain confirmation
Fraud TypesIRSF · Wangiri · TDoS · CLI spoofing · Grey traffic
False Positive RateTargeted well below single-model rates; 2/3 consensus + a 30s counter-evidence window are the false-positive control (a target, not a guaranteed figure)
Model UpdatesHourly - trained on network-wide traffic data
Minimum Node StakeSee current staking portal for requirements
Integration

Plug your fraud stack into the network

Fraud Node outputs - blacklist updates, fraud scores and consensus reports - are available via REST API, WebSocket subscription and SMPP pre-validation integration.

REST API (fraud scores)
WebSocket blacklist feed
SMPP pre-validation
Webhook fraud alerts
VPX Protocol RPC
Node management portal
On-chain audit export
CSV blacklist download
Use Cases

Who participates in these nodes

Wholesale Telecoms

Carrier / Network Operator

Connect to the VPX Network to receive real-time fraud blacklist updates derived from consensus across the entire network - not just your own traffic. Stop IRSF before the first fraudulent minute is billed.

Infrastructure / Security

Fraud Node Operator

Operate Fraud Nodes to earn staking rewards while contributing to network-wide fraud security. Nodes with consistent accuracy earn bonus rewards. Inaccurate submissions trigger stake slashing.

Fraud Management

Telecom Security Team

Integrate the VPX Fraud Node API into your existing fraud management system to receive consensus-validated fraud signals from across the entire VPX Network - far broader coverage than any single carrier's data.

Join the Ecosystem

Ready to participate in Fraud Nodes?

Our VPX team typically responds within 48 business hours. Full whitepaper available for registered participants.

Get in Touch