Cognic Systems

BSS & Customer Operations • Solution #930

Telecom Fraud Detection Software | SIM Swap, IRSF & Subscription Fraud AI

Real-time Fraud Management System (FMS) analyzing signaling telemetry, CDR patterns, and account anomalies to stop International Revenue Share Fraud (IRSF), SIM box bypass, and account takeovers.

< 500ms
Fraud Detection & Call Teardown
96.8%
Fraud Detection Precision
82%
Reduction in Fraud Revenue Losses
Zero
Legitimate Customer False Locks
Direct Answer

What is Telecom Fraud Detection Software in Telecom & Communications?

Telecom fraud detection software applies machine learning and behavioral analytics to real-time signaling (SS7, Diameter) and Call Detail Records. It detects International Revenue Share Fraud (IRSF), fraudulent SIM swapping, SIM box bypass interconnect bypass, and PBX hacking, neutralizing fraudulent calls before charges accumulate.

Architectural Standard
Streaming Graph AI & Real-Time Signaling Intercept
Security / Compliance
GSMA Fraud Guidelines, 3GPP Security, PCI-DSS
Latency / Performance
< 500ms Fraud Score & Auto-Teardown
Integrations
SS7 / Diameter Probes, BSS Billing, SIP SBCs
Enterprise Capabilities

Core Engineering Capabilities for Modern Telecom Networks

Production-grade features designed for CSPs, MNOs, MVNOs, and telecommunications infrastructure providers.

International Revenue Share Fraud (IRSF) Defense

Identify automated dialing bursts to high-cost premium rate destination ranges and unallocated international numbering plans in real time.

Unauthorized SIM Swap Anomaly Detection

Flag high-risk SIM swap requests based on device location divergence, recent password changes, and suspicious retail employee behavior.

SIM Box & Interconnect Bypass Detection

Detect illegal GSM gateways and SIM farms terminating international traffic locally using cellular mobility metrics and IMEI analysis.

Subscription & Identity Fraud Prevention

Stop organized fraud rings opening subsidized high-end smartphone contracts using stolen identities, synthetic credentials, and mule addresses.

PBX Hacking & Wangiri Call Back Detection

Detect corporate PBX compromised trunks and short-duration robocall spikes designed to trick consumers into calling expensive numbers.

Real-Time Automated Session Teardown

Send immediate SIP BYE or Diameter credit-exhausted messages to Session Border Controllers (SBC) to terminate active fraudulent calls.

Industry Friction Solved

Overcoming Mission-Critical Telecom Bottlenecks

How our technical implementations resolve legacy BSS lock-in, subscriber churn, 5G slicing complexity, and revenue leakage.

Challenge

Massive Financial Losses from Overnight IRSF Attacks

Compromised subscriber accounts and PBXs make hundreds of calls to premium international numbers over weekends, generating $100k+ in uncollectable debts.

Technical Solution
Real-time velocity scoring detects unusual international dialing patterns within 3 calls, cutting off circuits before significant losses accumulate.
Challenge

Sophisticated SIM Swap Account Takeovers

Criminals bribe rogue retail store workers to swap customer SIMs, intercepting two-factor banking codes and draining customer bank accounts.

Technical Solution
Behavioral risk engines require dual-manager approval for out-of-pattern SIM swaps and trigger instant 24-hour verification freezes.
Challenge

Illegal SIM Box Bypass Eroding Interconnect Margins

Grey-market SIM boxes route international incoming calls through domestic SIM cards, depriving carriers of legitimate termination fees.

Technical Solution
Heuristic algorithms identify stationary SIMs that receive zero incoming calls and make thousands of outbound calls, blocking them automatically.
Challenge

Disruptive False Positives Blocking Legitimate Subscribers

Crude rule-based firewalls block legitimate business executives traveling abroad, causing customer anger and churn.

Technical Solution
Machine learning models baseline individual subscriber behaviors and flight itinerary data, virtually eliminating false-positive locks.
Execution Pipeline

End-to-End Carrier Delivery & Rollout Workflow

A disciplined four-stage engineering lifecycle ensuring zero subscriber downtime and seamless core network integration.

01

Signaling & CDR Tap Setup

Mirror SS7, Diameter, SIP signaling streams, and live CDR mediation feeds into the streaming event ingestion engine.

02

Behavioral Baseline Training

Train unsupervised machine learning models on historical calling velocities, international destination profiles, and IMEI movements.

03

Real-Time Detection & Scoring

Evaluate every active call and account transaction against risk matrices, generating sub-500ms fraud probability scores.

04

Automated Action & SBC Teardown

Trigger automatic call terminations on Session Border Controllers and place temporary locks on compromised subscriber credentials.

System Blueprint

Four-Tier Scalable Carrier Architecture

Cloud-native infrastructure adhering to TM Forum Open Digital Architecture (ODA) and 3GPP standards.

Signaling Ingestion Tier

Real-Time Network Taps

SIP SBC Taps SS7 / Diameter Probes Kafka Event Bus High-Speed Packet Sniffers
Stream Processing Tier

In-Memory Velocity Engine

Apache Flink Redis Enterprise TimescaleDB Complex Event Processing
AI Fraud Scoring Tier

Machine Learning & Graph Solvers

Graph Neural Networks XGBoost Python Docker
NOC & FMS Operations Tier

Fraud Management Console

React Web UI REST APIs SIP Control Webhooks BSS API Integration
Interoperability & Standards

Certified Security & Telecom Industry Compliance

Engineered to comply with TM Forum Open APIs, 3GPP specifications, ETSI standards, and carrier data security laws.

GSMA Fraud and Security Group (FASG) Guidelines
3GPP Security Specifications (TS 33.501)
FCC STIR/SHAKEN Robocall Mitigation Architecture
PCI-DSS Level 1 Payment Security
ISO/IEC 27001 Information Security Management
Verified Benchmarks

Measurable Outcomes Across Carrier Operations

Demonstrated performance gains across billing accuracy, network availability, churn mitigation, and operational expenses.

82%
Reduction in Fraudulent Telecom Losses
$4.1M
Annual Uncollectible Debt Avoidance
< 500ms
Average Automated Call Teardown Speed
5 Mo
Platform Investment Return
Deployment Models

Carrier-Grade Deployment Architecture

Flexible operational setups supporting telco edge clouds, private carrier datacenters, and sovereign hybrid cloud.

Carrier Core In-Line Appliance

High-availability hardware appliance deployed directly alongside carrier Session Border Controllers for real-time call interception.

Cloud Fraud Management Platform

Cloud-hosted fraud management system (FMS) ingesting CDR feeds from multiple carrier operating affiliates worldwide.

Hybrid Signaling Tap

On-premises network probes filtering sensitive customer data locally while streaming anonymized fraud telemetry to cloud models.

Knowledge Base

Frequently Asked Questions

Direct technical answers regarding TM Forum Open APIs, 5G standalone cores, diameter/HTTP2 mediation, and billing scalability.

What is International Revenue Share Fraud (IRSF) and how does the software stop it?

IRSF occurs when fraudsters use stolen SIM cards or compromised PBXs to generate high-volume calls to expensive foreign numbers shared with corrupt operators. The software detects calling bursts and automatically tears down fraudulent sessions in under 500 milliseconds.

How does the system detect illegal SIM boxes used for interconnect bypass?

The platform analyzes device mobility telemetry. Legitimate mobile phones move across cell towers, whereas SIM box cards remain stationary in one location, make exclusively outbound calls, and cycle through sequential IMEI numbers.

Can the software terminate active fraudulent calls in real time?

Yes. The platform integrates with carrier Session Border Controllers (SBC) and packet gateways. When a fraud threshold is breached, it transmits an automated SIP BYE command that disconnects the call immediately.

How does the system protect subscribers from fraudulent SIM swaps?

The software correlates SIM change requests with device geographic locations, recent password changes, and historical retail agent patterns. High-risk requests trigger mandatory multi-factor validation and temporarily restrict banking verification SMS codes.

Is the platform compliant with STIR/SHAKEN caller ID authentication standards?

Yes. The platform integrates with STIR/SHAKEN certificate authorities and verification engines, inspecting cryptographic SIP identity headers to block spoofed robocalls and illegal call origination.

Ready to Modernize Your Telecom Architecture?

Consult with our telecommunications systems architects to design cloud-native BSS/OSS platforms, 5G orchestration, and AI network intelligence.

Schedule Telecom Technical Consultation