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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

Fraud Detection for High-Volume Streams

Deploy machine learning and rule-based systems to detect and prevent fraud, double-spends, and manipulation in high-velocity Bitcoin micropayment streams.
Chainscore © 2026
overview
CORE SERVICE

Smart Contract Development

Secure, production-ready smart contracts built to your exact specifications.

We architect and deploy custom smart contracts for DeFi, NFTs, DAOs, and enterprise applications. Our development process ensures security-first design, gas optimization, and comprehensive audit readiness.

  • Token Systems: Custom ERC-20, ERC-721, and ERC-1155 with advanced features like vesting, staking, and governance.
  • DeFi Protocols: DEXs, lending/borrowing platforms, yield aggregators, and automated market makers (AMMs).
  • Enterprise Logic: Supply chain tracking, asset tokenization, and verifiable credentials for regulated industries.

We deliver battle-tested code with 99.9% uptime SLAs and full documentation, enabling you to launch your core protocol logic in as little as 2-4 weeks.

key-features-cards
REAL-TIME THREAT IDENTIFICATION

Core Detection Capabilities

Our detection engine analyzes high-volume transaction streams to identify and flag fraudulent activity with sub-second latency, protecting your platform's integrity and user assets.

01

Anomaly & Pattern Detection

Machine learning models trained on billions of on-chain transactions detect deviations from normal user behavior, identifying wash trading, pump-and-dump schemes, and novel attack vectors.

< 100ms
Detection Latency
99.9%
Accuracy Rate
02

Sybil & Multi-Account Detection

Identifies clusters of accounts controlled by a single entity through advanced graph analysis, preventing airdrop farming, governance manipulation, and vote stuffing.

> 95%
Cluster Precision
Real-time
Graph Updates
03

Smart Contract Exploit Monitoring

Continuously scans for known and emerging smart contract vulnerabilities (reentrancy, flash loan attacks) and monitors for suspicious interaction patterns with high-value contracts.

24/7
Monitoring
Zero-day
Threat Intel
04

Transaction Flow Analysis

Tracks fund movement across chains and protocols to uncover money laundering, mixing service usage, and off-ramping to fiat, ensuring regulatory compliance.

20+ Chains
Supported
End-to-end
Traceability
05

Behavioral Biometrics

Analyzes user interaction patterns (keystroke timing, transaction signing habits) to detect account takeover and compromised wallets, adding a layer of identity assurance.

Non-invasive
User Experience
< 2 sec
Risk Score
06

Custom Rule Engine

Deploy and manage your own detection logic without code. Create rules for specific token pairs, volume thresholds, or geographic restrictions with a visual editor.

No-code
Configuration
< 5 min
Rule Deployment
benefits
DELIVERING TANGIBLE VALUE

Business Outcomes

Our fraud detection infrastructure is engineered to deliver measurable improvements in security, cost, and operational efficiency for high-volume blockchain applications.

01

Real-Time Threat Neutralization

Detect and block fraudulent transactions—including MEV bots, flash loan attacks, and wash trading—within sub-second latency, preventing financial loss before it occurs.

< 500ms
Detection Latency
> 99%
Attack Block Rate
02

Reduced Operational Overhead

Automate manual review processes with our ML-driven detection models. Free your engineering team from false positive triage and focus on core product development.

70%
Manual Review Reduction
24/7
Automated Coverage
03

Enhanced User Trust & Retention

Protect your users' assets and data with enterprise-grade security. Build platform credibility and reduce churn by demonstrating proactive fraud prevention.

> 95%
User Trust Score
30%
Lower Churn Risk
04

Optimized Transaction Costs

Our pre-execution analysis filters out malicious transactions, saving gas fees on failed or reverted operations and improving overall network efficiency for legitimate users.

15-40%
Gas Fee Savings
0 Reverts
For Blocked Fraud
05

Regulatory & Compliance Readiness

Maintain detailed, immutable audit trails of all flagged activity and risk assessments. Simplify compliance reporting for AML/KYC and future regulatory frameworks.

100%
Activity Logged
GDPR/CCPA
Data Standards
06

Scalable Infrastructure Foundation

Our system scales horizontally to handle millions of transactions per day without degradation. Future-proof your application as user volume and transaction complexity grow.

1M+ TPS
Processing Capacity
99.9% SLA
System Uptime
Infrastructure Decision Matrix

Build vs. Buy: Fraud Detection for High-Volume Streams

A direct comparison of the resource investment and risk profile for developing fraud detection in-house versus using Chainscore's managed service.

Key FactorBuild In-HouseChainscore Managed Service

Time to Production

6-12+ months

2-4 weeks

Upfront Development Cost

$250K - $500K+

$0

Ongoing Engineering Overhead

3-5 FTE Engineers

Fully Managed

Detection Model Quality

Starts from scratch

Pre-trained on 100M+ transactions

Real-time Latency SLA

Your responsibility

< 100ms p99

Coverage: MEV, Wash Trading

Requires separate R&D

Included out-of-the-box

Security & Audit Burden

High (your liability)

Our liability, SOC 2 Type II

Support & Incident Response

Internal on-call

24/7 SRE team with 15-min SLA

Total Cost of Ownership (Year 1)

$500K - $1.2M

Starts at $60K/year

how-we-deliver
PREDICTABLE, SECURE, SCALABLE

Our Delivery Process

A structured, four-phase engagement model designed to deliver a production-ready fraud detection system for your high-volume blockchain streams. We focus on rapid deployment, measurable results, and enterprise-grade security.

01

Phase 1: Discovery & Threat Modeling

We analyze your transaction patterns, define risk parameters, and establish key fraud indicators (KFIs) specific to your protocol and user base. This phase delivers a clear threat model and detection strategy.

1-2 weeks
Duration
100+
Threat Vectors Mapped
02

Phase 2: Engine Development & Integration

Our engineers build and deploy a custom detection engine using real-time stream processing (e.g., Apache Flink/Kafka). We integrate directly with your RPC nodes and data sources for seamless operation.

2-4 weeks
Development
< 100ms
Latency Target
03

Phase 3: Rule Tuning & Validation

We implement and fine-tune detection rules (heuristic & ML-based) against historical and live data. This includes backtesting for accuracy and minimizing false positives to ensure operational efficiency.

> 95%
Detection Accuracy
< 1%
False Positive Rate
04

Phase 4: Deployment & Monitoring

We deploy the system into your production environment with full observability dashboards, alerting, and an SLA. Ongoing support includes rule updates and performance reviews.

99.9%
Uptime SLA
24/7
Monitoring
security
CORE SERVICE

Smart Contract Development

Secure, audited smart contract development for DeFi, NFTs, and enterprise applications.

We architect and deploy production-ready smart contracts that are secure by design. Our process includes formal verification, gas optimization, and comprehensive testing before any code is deployed to mainnet.

  • Custom Logic: Build ERC-20, ERC-721, ERC-1155, and bespoke token standards.
  • DeFi Protocols: Develop automated market makers (AMMs), lending/borrowing pools, and yield aggregators.
  • Enterprise Systems: Create supply chain trackers, credentialing systems, and asset tokenization platforms.
  • Security First: All contracts undergo multiple audit rounds using both automated tools and manual review by our in-house experts.

Deliver a market-ready, secure smart contract system in as little as 2-4 weeks, with a 99.9% uptime SLA for critical functions.

Fraud Detection for High-Volume Streams

Frequently Asked Questions

Answers to common technical and commercial questions about implementing real-time fraud detection for your on-chain operations.

Standard deployments take 2-4 weeks from kickoff to production. For a typical integration monitoring 100K+ daily transactions, we deliver a configured detection engine with 10+ rule templates in the first sprint. Complex, multi-chain deployments with custom ML models may extend to 6-8 weeks. We provide a detailed project plan in the initial technical assessment.

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