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Free 30-min Web3 Consultation
Book Consultation
Smart Contract Security Audits
View Audit Services
Custom DeFi Protocol Development
Explore DeFi
Full-Stack Web3 dApp Development
View App Services
Free 30-min Web3 Consultation
Book Consultation
Smart Contract Security Audits
View Audit Services
Custom DeFi Protocol Development
Explore DeFi
Full-Stack Web3 dApp Development
View App Services
Free 30-min Web3 Consultation
Book Consultation
Smart Contract Security Audits
View Audit Services
Custom DeFi Protocol Development
Explore DeFi
Full-Stack Web3 dApp Development
View App Services
LABS
Services

POS Fraud Detection AI Integration

Deploy machine learning models into your transaction pipeline to identify and block fraudulent crypto payments in real-time, analyzing wallet behavior and transaction patterns.
Chainscore © 2026
overview
CORE SERVICE

Smart Contract Development

Secure, production-ready smart contracts built for scale and compliance.

We architect and deploy audited, gas-optimized contracts for tokens (ERC-20, ERC-721), DeFi protocols, DAOs, and enterprise applications. Our process delivers production-ready code in 2-4 weeks, from initial spec to mainnet deployment.

  • Security-First Development: All contracts undergo rigorous internal review and integration with leading audit firms like OpenZeppelin and Quantstamp.
  • Gas Optimization: We achieve up to 40% lower transaction costs through advanced patterns and bytecode optimization.
  • Full Lifecycle Support: We handle deployment, upgradeability (TransparentProxy/UUPS), and ongoing maintenance with 99.9% uptime SLAs.

We transform your business logic into immutable, trustless code that executes exactly as intended—no surprises.

key-features-cards
REAL-TIME PROTECTION

How Our AI Fraud Detection Works

Our multi-layered AI system analyzes transaction patterns, user behavior, and on-chain data to identify and block fraudulent activity before it impacts your business. Go beyond simple rule-based systems.

01

Real-Time Transaction Scoring

Every transaction is assigned a risk score in <100ms using ML models trained on billions of data points. High-risk transactions are flagged for review or automatic rejection.

< 100ms
Scoring Latency
99.9%
Model Accuracy
02

Behavioral Anomaly Detection

Continuously monitors user session patterns, device fingerprints, and interaction flows to detect bots, account takeovers, and synthetic identity fraud that bypasses static rules.

95%
ATO Prevention
10+
Behavioral Signals
03

On-Chain Intelligence Layer

Integrates with our proprietary blockchain data engine to cross-reference wallet addresses against known fraud rings, money laundering patterns, and sanctioned entities.

50M+
Wallets Monitored
Real-time
List Updates
04

Adaptive Model Retraining

Our self-learning system automatically retrains fraud detection models weekly using new attack data, ensuring protection evolves faster than fraudsters' tactics.

Weekly
Model Updates
0 Downtime
During Updates
05

Granular Rule Engine & Dashboard

Fine-tune fraud policies, set custom thresholds, and review flagged cases through an intuitive dashboard. Maintain full visibility and control over your risk posture.

< 5 min
Rule Deployment
Full API
Control & Logs
06

SOC 2 Compliant Infrastructure

Deployed on certified, isolated infrastructure. All data is encrypted in transit and at rest. We undergo regular third-party security audits.

SOC 2 Type II
Certified
AES-256
Encryption
benefits
PROVEN RESULTS

Business Outcomes: Secure Transactions, Protected Revenue

Our AI-powered fraud detection for on-chain point-of-sale systems delivers measurable security and financial protection, directly impacting your bottom line.

01

Real-Time Transaction Vetting

AI models analyze wallet history, transaction patterns, and behavioral signals in < 200ms to approve legitimate sales and block fraudulent attempts before settlement.

< 200ms
Decision Latency
99.5%
Approval Accuracy
02

Sybil & Wash Trading Prevention

Detect and block coordinated fraud rings and artificial volume generation designed to exploit merchant rewards, loyalty programs, or promotional offers.

> 95%
Attack Detection Rate
Zero
False Positive SLA
03

Chargeback & Dispute Reduction

Immutable on-chain proof of delivery and AI-validated transaction intent slashes fraudulent chargeback rates, protecting revenue and reducing operational overhead.

Up to 90%
Chargeback Reduction
100%
Proof of Transaction
04

Compliance & Regulatory Alignment

Auditable fraud detection logic and transaction trails ensure adherence to financial regulations (like Travel Rule) and simplify reporting for VASPs and licensed merchants.

Fully Auditable
Decision Logs
KYC/AML
Framework Integration
The Infrastructure Decision for CTOs

Build vs. Buy: In-House AI vs. Chainscore Integration

A direct comparison of the total cost, risk, and time investment required to develop and maintain a proprietary PoS fraud detection system versus integrating our production-ready API.

Key FactorBuild In-House AIChainscore Integration

Time to Production

6-12+ months

2-4 weeks

Initial Development Cost

$250K - $750K+

$15K - $50K setup

Annual Maintenance Cost

$150K+ (2-3 engineers)

From $60K (SLA included)

Model Accuracy & Tuning

Requires ML team & labeled data

Pre-trained, continuously updated models

Security & Audit Overhead

High (unaudited custom logic)

Low (audited, battle-tested system)

Real-time Threat Coverage

Limited to internal data

Global threat intelligence from 50+ chains

Infrastructure Scaling

Your responsibility (DevOps cost)

Fully managed, auto-scaling API

SLA & Uptime Guarantee

None (internal team dependent)

99.9% uptime with 24/7 monitoring

Integration Complexity

High (MLOps, data pipelines, APIs)

Low (single REST/WebSocket API)

Total Cost of Ownership (Year 1)

$400K - $900K+

$75K - $110K

how-we-deliver
PROVEN METHODOLOGY

Our Integration & Deployment Process

A streamlined, four-phase approach to integrate our AI-powered fraud detection directly into your payment flow. We handle the technical complexity so you can focus on your business.

01

1. Architecture & Risk Assessment

We analyze your transaction data, payment stack, and risk tolerance to design a tailored integration. This includes defining scoring thresholds, whitelist/blacklist logic, and fallback procedures.

1-3 days
Assessment Time
Custom
Risk Model
02

2. Secure API Integration

Deploy our low-latency REST API or webhook endpoints. We provide SDKs for major languages and ensure seamless connection to your existing payment gateway, POS terminal, or e-commerce platform.

< 100ms
API Latency
99.9% SLA
Uptime
03

3. Staged Deployment & Monitoring

We deploy in shadow mode to analyze predictions without blocking transactions, followed by a controlled rollout. Real-time dashboards provide immediate visibility into fraud rates and model performance.

2-4 weeks
Typical Rollout
Live Dashboards
Monitoring
04

4. Ongoing Optimization & Support

Our models continuously learn from new fraud patterns. We provide regular performance reports, model retraining, and 24/7 technical support to adapt to evolving threats.

24/7
Support
Bi-weekly
Model Updates
Integration & Implementation

POS Fraud Detection AI: Frequently Asked Questions

Get clear answers on how Chainscore's AI-powered fraud detection integrates with your existing payment stack, deployment timelines, and ongoing support.

We provide a secure, low-latency API that connects directly to your payment processor (Stripe, Adyen, Braintree, etc.) or transaction database. The integration typically involves:

  • API-first approach: Add our risk-scoring endpoint to your authorization flow.
  • Webhook notifications: Receive real-time alerts for flagged transactions.
  • Dashboard access: Review decisions, adjust rules, and monitor performance.

Our engineers handle the full integration, ensuring minimal disruption to your live systems. We've completed 30+ integrations with major gateways.

ENQUIRY

Get In Touch
today.

Our experts will offer a free quote and a 30min call to discuss your project.

NDA Protected
24h Response
Directly to Engineering Team
10+
Protocols Shipped
$20M+
TVL Overall
NDA Protected Directly to Engineering Team