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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 Wallet Behavior Analytics Engine

A specialized risk scoring engine for DeFi protocols. We analyze Ethereum and EVM wallet transaction history, interaction patterns, and on-chain reputation to identify malicious actors and high-risk users, automating your compliance and security posture.
Chainscore © 2026
overview
CORE SERVICE

Smart Contract Development

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

We architect and deploy custom smart contracts on EVM and Solana that are secure, gas-optimized, and tailored to your specific business logic. Our process ensures faster time-to-market with a typical MVP delivered in 2-4 weeks.

Every contract undergoes rigorous security analysis, including formal verification and third-party audits, to protect your assets and users.

  • Security-First Development: Built with Solidity 0.8+ and OpenZeppelin libraries, following industry best practices.
  • Full Lifecycle Support: From initial design and testing to deployment, monitoring, and upgrade management.
  • Protocol Specialization: Expertise in ERC-20, ERC-721, ERC-1155, DeFi primitives, and custom governance systems.
key-features-cards
ACTIONABLE INSIGHTS

Core Capabilities of Our Analytics Engine

Our EVM Wallet Behavior Analytics Engine transforms raw on-chain data into strategic intelligence. We deliver quantifiable metrics and predictive models that drive user acquisition, retention, and risk management for DeFi protocols, NFT platforms, and crypto startups.

01

Wallet Profiling & Segmentation

Automatically classify wallets into precise behavioral cohorts (e.g., whales, arbitrageurs, NFT flippers, liquidity providers) based on historical transaction patterns, asset holdings, and protocol interactions. Enables hyper-targeted marketing and personalized product experiences.

15+
Pre-built Segments
Real-time
Classification
02

Predictive Churn & Acquisition Modeling

Identify wallets at high risk of leaving your protocol and predict high-value acquisition targets. Our ML models analyze engagement signals and cross-protocol activity to forecast user lifetime value (LTV) with over 85% accuracy, allowing proactive intervention.

>85%
Model Accuracy
7-day
Churn Forecast
03

Sybil & Fraud Detection

Detect coordinated wallet clusters, airdrop farmers, and fraudulent activity patterns using graph analysis and anomaly detection. Protect your token distribution, governance votes, and incentive programs from manipulation. Integrates with existing security stacks.

99.9%
Recall Rate
< 2s
Alert Latency
04

Cross-Chain Activity Aggregation

Unified view of wallet behavior across Ethereum, Polygon, Arbitrum, Optimism, and Base. Correlate activity and asset flows across L2s and sidechains to understand true user engagement and capital allocation strategies, eliminating data silos.

10+
Supported Chains
Single API
Unified Query
05

Custom Metric & Dashboard Development

We build and maintain your proprietary Key Performance Indicators (KPIs) and executive dashboards. Track metrics like Protocol-Specific User Engagement, Wallet Health Score, or Capital Efficiency directly in your BI tools (Tableau, Looker) or via our API.

2 weeks
Avg. Deployment
REST & GraphQL
API Access
06

Smart Alerting & Webhook Integration

Configure real-time alerts for critical wallet behaviors: large withdrawals, whale accumulation, or pattern deviations. Deliver alerts directly to your CRM, Slack, or data warehouse to trigger automated workflows or manual follow-ups instantly.

< 30s
Event to Alert
10+
Integration Destinations
benefits
ACTIONABLE INSIGHTS, PROVEN RESULTS

Business Outcomes: Secure Growth & Operational Efficiency

Our EVM Wallet Behavior Analytics Engine translates raw on-chain data into strategic advantages. Move beyond basic metrics to drive user acquisition, mitigate risk, and optimize operations with precision.

01

Proactive Fraud & Risk Mitigation

Identify and flag anomalous wallet behavior—like wash trading, money laundering patterns, or bot activity—in real-time. Protect your platform's integrity and reduce exposure to malicious actors before they impact your business.

> 90%
Anomaly Detection Accuracy
< 100ms
Real-time Alerting
02

Enhanced User Segmentation & Targeting

Classify wallets by on-chain persona (e.g., DeFi power user, NFT collector, casual trader) to personalize marketing, tailor product features, and design targeted incentive programs that drive higher engagement and retention.

10+
Behavioral Personas
40%+
Higher Campaign ROI
03

Optimized Treasury & Liquidity Management

Gain predictive insights into capital flows, user withdrawal patterns, and protocol health. Make data-driven decisions for liquidity provisioning, fee structure optimization, and treasury diversification to maximize yield and stability.

30%
Reduced Liquidity Costs
7-day
Flow Forecasting
04

Accelerated Compliance & Reporting

Automate the generation of auditable trails for transaction history, fund sourcing (SoF), and wallet clustering. Streamline regulatory reporting and internal audits with structured, query-ready data exports.

80%
Faster Report Generation
Chainalysis
Integration Ready
05

Superior Product & Feature Validation

A/B test new features by analyzing wallet cohort behavior. Validate product-market fit, measure feature adoption impact on key metrics (TVL, volume), and prioritize your roadmap based on actual user activity.

2 weeks
Faster Iteration Cycles
Cohort-Based
Analysis
06

Competitive Intelligence & Market Positioning

Benchmark your protocol's wallet activity, user loyalty, and capital efficiency against competitors. Identify market gaps, uncover strategic opportunities, and position your offering based on hard data.

100+
Protocols Monitored
Real-time
Market Share Analysis
EVM Wallet Behavior Analytics Engine

Build vs. Buy: The Infrastructure Trade-off

A detailed comparison of the total cost, risk, and time investment required to develop and maintain a production-grade analytics engine in-house versus leveraging Chainscore's managed service.

FactorBuild In-HouseChainscore

Time to Production

6-12 months

2-4 weeks

Initial Development Cost

$250K - $500K+

$15K - $50K

Ongoing Maintenance (Annual)

$150K - $300K

$30K - $100K (SLA)

Security & Audit Overhead

High (Unaudited Code Risk)

Low (Pre-Audited, SOC 2 Compliant)

Data Pipeline Complexity

Your team builds & scales

Fully managed, auto-scaling

Real-time Alerting & ML Models

Requires separate R&D

Included with 90+ pre-built signals

Multi-Chain Support (EVM)

Per-chain integration effort

Unified API for 15+ chains

Team Expertise Required

Senior Data + Blockchain Engineers

Your existing team + our experts

Uptime & Reliability SLA

Your responsibility

99.9% Guaranteed

Total Cost of Ownership (Year 1)

$400K - $800K+

$45K - $150K

how-we-deliver
ARCHITECTURE & STRATEGY

Blockchain Infrastructure Consulting

Strategic guidance to build, scale, and optimize your core Web3 stack.

We architect resilient, cost-effective infrastructure tailored to your protocol's needs. Our audits identify risks in your node setup, RPC configuration, and data indexing strategy before they impact users.

  • Node Strategy: Optimize for 99.9% uptime and sub-second latency across EVM, Solana, or Cosmos chains.
  • Cost Analysis: Model and reduce infrastructure spend by 30-50% with efficient provider selection.
  • Security Review: Assess validator security, key management, and disaster recovery plans.

Move from fragile, ad-hoc setups to a production-grade foundation designed for scale and compliance.

EVM Wallet Analytics

Frequently Asked Questions for Technical Decision-Makers

Technical details and commercial considerations for integrating our Wallet Behavior Analytics Engine into your product.

A standard integration takes 2-3 weeks from kickoff to production deployment. This includes environment setup, SDK/API integration, dashboard configuration, and a pilot data sync. Complex custom models or multi-chain rollups may extend this to 4-5 weeks. We provide a detailed project plan on day one.

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