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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

EVM Behavioral Anomaly Detection

Proactive AI monitoring for Ethereum and EVM-compatible wallets. We detect abnormal transaction patterns, suspicious fund movements, and malicious interaction signatures before they result in loss.
Chainscore © 2026
overview
CORE SERVICE

Smart Contract Development

Secure, production-ready smart contracts built by Web3 experts to power your protocol.

We deliver audit-ready code from day one, using battle-tested patterns from OpenZeppelin and rigorous internal reviews. Our focus is on security, gas efficiency, and upgradability to protect your assets and users.

  • Custom Logic: Tailored Solidity 0.8+ contracts for DeFi, NFTs, DAOs, and more.
  • Full Lifecycle: Development, testing (Hardhat/Foundry), deployment, and maintenance.
  • Proven Security: Adherence to best practices with formal verification for critical functions.
  • Time-to-Market: Go from spec to mainnet in as little as 2-4 weeks.

We build the immutable foundation your application depends on. A single bug can be catastrophic; we engineer to prevent it.

key-features-cards
DETECT, ANALYZE, RESPOND

Core Detection Capabilities

Our behavioral anomaly detection engine monitors on-chain activity in real-time, identifying sophisticated threats that traditional security tools miss. We deliver actionable intelligence to protect your protocol's assets and user base.

benefits
PROVEN INFRASTRUCTURE

Business Outcomes: Secure and Compliant Operations

Our EVM Behavioral Anomaly Detection delivers measurable security and operational advantages, enabling your team to build with confidence and scale without friction.

01

Proactive Threat Mitigation

Real-time detection of anomalous transaction patterns and wallet behaviors before they impact your protocol. We deliver automated alerts for flash loan attacks, MEV exploitation, and suspicious fund movements, reducing incident response time from hours to seconds.

< 500ms
Alert Latency
24/7
Monitoring
02

Regulatory & Compliance Readiness

Automated transaction monitoring and reporting aligned with Travel Rule (FATF 16), AML/CFT frameworks, and OFAC sanctions screening. We provide auditable logs and compliance dashboards, simplifying audits and due diligence for institutional partners.

FATF 16
Framework
Real-time
Screening
03

Operational Integrity & Uptime

Ensure protocol reliability with continuous health monitoring of your EVM node infrastructure. We detect consensus failures, RPC latency spikes, and gas price anomalies, guaranteeing the stability required for high-volume DeFi and NFT applications.

99.95%
Uptime SLA
< 1 sec
Detection
04

Developer Velocity & Risk Reduction

Integrate security directly into your development lifecycle. Our APIs provide risk scores for user sessions and smart contract interactions, allowing your team to build safer features faster without becoming blockchain security experts.

2 weeks
Avg. Integration
REST & WS
API Types
Why Modern Threat Detection Requires a New Approach

Behavioral AI vs. Traditional Wallet Monitoring

Traditional rule-based systems are reactive and easily bypassed. Our AI-driven behavioral anomaly detection proactively identifies sophisticated threats by analyzing transaction patterns, social graphs, and intent.

Detection CapabilityTraditional Rule-Based MonitoringChainscore Behavioral AI

Detection Method

Static rules & signature matching

Dynamic ML models analyzing wallet behavior

Threat Coverage

Known attack patterns

Known & novel/zero-day attack patterns

False Positive Rate

High (30-50%)

Low (<5%)

Alert Lead Time

During/after exploit execution

Pre-execution & early-stage anomaly detection

Adaptation to New Threats

Manual rule updates required

Continuous, autonomous model retraining

Analysis Depth

Single-transaction scrutiny

Multi-transaction sequence & cross-wallet graph analysis

Implementation Time

2-4 months for custom rules

Integration in < 2 weeks via API

Typical Annual Cost

$100K+ in engineering & ops

Scalable from $50K/year

how-we-deliver
A STRUCTURED APPROACH

Our Implementation Process

Our proven, four-phase methodology ensures your EVM behavioral anomaly detection is deployed swiftly, securely, and delivers immediate operational value.

01

1. Threat Modeling & Architecture Review

We conduct a deep-dive analysis of your smart contracts, transaction flows, and user behavior patterns to define critical threat vectors and detection parameters. This phase establishes the precise rules and ML models needed for your specific environment.

2-3 days
Initial Assessment
100%
Custom Rule Definition
02

2. Detection Engine Integration

Our team integrates the Chainscore detection engine directly into your node infrastructure or via our API. We configure real-time monitoring for MEV bots, flash loan attacks, wash trading, and protocol-specific exploits with sub-second alerting.

< 1 sec
Alert Latency
50+
Pre-built Threat Signatures
03

3. Sandbox Testing & Validation

Before go-live, we run comprehensive simulations using historical attack data and synthetic transactions on a forked mainnet. This validates detection accuracy, minimizes false positives, and fine-tunes risk scoring thresholds.

99.5%+
Detection Accuracy
< 0.1%
Target False Positive Rate
04

4. Production Deployment & SLA Onboarding

We manage the full production rollout, including dashboard setup for your security team, webhook/API key configuration, and comprehensive documentation. Your team receives operational training and begins coverage under our 99.9% uptime SLA.

2 weeks
Average Time-to-Production
99.9%
Uptime SLA
security
FULL-STACK BUILD

Custom Blockchain Development

End-to-end blockchain solutions from smart contract architecture to full-stack dApp deployment.

We architect and build production-grade blockchain systems tailored to your business logic. Our full-cycle development delivers a turnkey solution from initial concept to mainnet launch and ongoing support.

  • Smart Contract Suites: Secure Solidity/Rust development with OpenZeppelin standards, formal verification, and comprehensive audit readiness.
  • dApp Frontends: React/Next.js interfaces with ethers.js/wagmi integration, wallet connectivity, and responsive design.
  • Backend & APIs: Node.js/Typescript backends, indexers, and custom APIs for seamless on/off-chain data flow.
  • Deployment & DevOps: CI/CD pipelines, multi-chain deployment strategies, and infrastructure monitoring for 99.9% uptime SLA.

We own the entire delivery lifecycle, ensuring technical cohesion, security, and a 4-8 week path to MVP for most projects.

EVM Behavioral Anomaly Detection

Frequently Asked Questions

Get clear answers on how our detection service works, integrates, and scales to protect your protocol.

We deploy a lightweight, non-invasive monitoring agent that connects to your node's RPC endpoint. It analyzes transaction mempools, block data, and contract state changes in real-time. No smart contract modifications are required. Integration typically takes 1-2 days, and we provide a full dashboard and API access for your team.

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
EVM Behavioral Anomaly Detection | Chainscore Labs | ChainScore Guides