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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

Wallet Clustering and Behavioral Profiling

We build custom behavioral profiles and cluster wallets based on on-chain activity patterns to identify sophisticated fraud campaigns, Sybil attacks, and money laundering rings with high accuracy for NeoBanks.
Chainscore © 2026
overview
CORE SERVICE

Smart Contract Development

Secure, production-ready smart contracts built by Web3-native engineers.

We architect and deploy custom smart contracts that form the backbone of your decentralized application. Our development process is built on security-first principles, utilizing battle-tested libraries like OpenZeppelin and rigorous internal audits before deployment on EVM-compatible chains.

  • Token Standards: ERC-20, ERC-721, ERC-1155, and custom implementations.
  • DeFi Primitives: Automated Market Makers (AMMs), staking pools, and yield vaults.
  • Gas Optimization: Code reviews focused on reducing transaction costs by 15-40%.
  • Full Lifecycle Support: From initial spec to mainnet deployment and upgrade management via Transparent Proxy patterns.

We deliver auditable, efficient code that executes your business logic with zero vulnerabilities and predictable gas costs.

key-features-cards
PRECISION AND SCALE

Core Capabilities of Our Profiling Engine

Our engine transforms raw on-chain data into actionable intelligence, enabling you to identify sophisticated actors, understand user behavior, and mitigate risk at scale.

03

Real-Time Risk Scoring

Assign dynamic risk scores to wallets and transactions based on on-chain reputation, historical behavior, and network analysis. Integrate scores directly into your dApp's front-end or smart contract logic for automated compliance and fraud prevention.

04

Custom Cluster Rule Engine

Define and deploy your own clustering heuristics (e.g., common funding source, contract interaction patterns) via a no-code interface or API. Tailor entity resolution to your specific use case for DeFi, gaming, or social applications.

05

Historical & Predictive Analytics

Access a complete historical ledger of entity behavior and cluster evolution. Our models forecast potential future actions, such as likelihood of wallet churn or participation in a new protocol, based on past on-chain footprints.

06

Enterprise-Grade Data Pipeline

Built on a resilient infrastructure with 99.9% uptime SLA. Data is processed with sub-5 minute latency, stored securely, and delivered via real-time WebSocket streams or batched API calls to fit your architecture.

99.9%
Uptime SLA
< 5 min
Data Latency
benefits
ACTIONABLE INTELLIGENCE

Business Outcomes for Your NeoBank

Our Wallet Clustering and Behavioral Profiling service delivers concrete, data-driven results that directly impact your bottom line and risk posture. Move beyond raw transactions to actionable intelligence.

01

Enhanced AML & Fraud Detection

Identify sophisticated money laundering patterns and fraudulent rings by analyzing wallet clusters and transaction behaviors, not just single addresses. Reduce false positives by up to 60%.

60%
Fewer False Positives
> 99%
Entity Coverage
02

Personalized Customer Risk Scoring

Dynamically score user risk based on on-chain history, asset composition, and counterparty exposure. Enable tiered services, custom limits, and automated compliance workflows.

Real-time
Score Updates
10+
Risk Dimensions
03

Optimized Credit & Lending Decisions

Assess borrower creditworthiness using verifiable on-chain capital, yield farming history, and repayment behavior. Build DeFi-native underwriting models with reduced collateral requirements.

40%
Lower Default Risk
On-chain
Capital Proof
04

Targeted Product & Marketing Insights

Segment users by portfolio strategy (e.g., DeFi yield farmers, NFT collectors) to tailor product features, loyalty programs, and cross-sell opportunities with precision.

8+
Behavioral Segments
Granular
Portfolio Analysis
05

Proactive Treasury & Liquidity Management

Monitor large holder (whale) movements and cluster sentiment to anticipate market volatility. Safeguard your treasury and optimize liquidity provisioning strategies.

Early-warning
Whale Alerts
Cluster-based
Sentiment Analysis
06

Regulatory Reporting & Audit Trail

Generate immutable, cluster-aware reports for regulators. Demonstrate a sophisticated understanding of customer relationships and fund flows beyond basic KYC.

Automated
Report Generation
Immutable
On-chain Audit
The Infrastructure Decision for Your Risk Engine

Build vs. Buy: Custom Engine vs. Generic APIs

A detailed comparison of the time, cost, and risk involved in building a proprietary wallet clustering and profiling system versus using Chainscore's specialized API. Designed for technical leaders evaluating infrastructure strategy.

FactorBuild In-HouseGeneric Graph/Indexing APIsChainscore Engine

Time to Deploy MVP

6-12 months

2-4 months

2-4 weeks

Initial Development Cost

$250K - $500K+

$50K - $100K

$25K - $75K

Clustering Algorithm Quality

Custom (Varies)

Basic Heuristics

Proprietary ML Models

Behavioral Profile Depth

Basic (Your Data Only)

Limited On-Chain Only

Cross-Chain, Multi-Dimensional

Real-Time Alert Accuracy

Requires Tuning

< 70% (High False Positives)

95% (Validated)

Supported Chains & Protocols

Manual Integration

Major EVM Chains

EVM, Solana, Cosmos, 30+ Chains

Ongoing R&D & Model Updates

Your Team's Responsibility

Infrequent

Continuous (Weekly Updates)

Compliance & Audit Trail

You Build & Maintain

Basic Logs

SOC 2 Ready, Full Attribution

Annual Maintenance & Ops Cost

$150K - $300K

$30K - $60K (API Fees)

Optional SLA from $50K/year

Total Cost of Ownership (Year 1)

$400K - $800K+

$80K - $160K

$75K - $125K

how-we-deliver
PREDICTABLE, TRANSPARENT EXECUTION

Our 4-Phase Delivery Methodology

We deliver production-ready wallet intelligence through a structured, collaborative process designed for technical teams. Each phase has clear deliverables, timelines, and technical reviews.

01

Phase 1: Discovery & Data Strategy

We analyze your target user base and transaction data to define clustering logic and behavioral metrics. Deliverables include a technical specification document and a data ingestion pipeline design.

Client Value: Aligns your product goals with actionable on-chain data models from day one.

1-2 weeks
Duration
Spec Doc
Key Deliverable
02

Phase 2: Model Development & Testing

Our data scientists build and train proprietary clustering algorithms on your historical data. We implement profiling models for traits like investor type, DeFi engagement, and risk appetite.

Client Value: Receive a validated, high-fidelity model tailored to your specific use case, not a generic solution.

2-3 weeks
Duration
Test Results
Key Deliverable
03

Phase 3: API & Integration Build

We develop a secure, low-latency GraphQL or REST API to serve cluster labels and behavioral scores. Includes SDKs for seamless integration into your existing frontend or backend systems.

Client Value: Get a production-ready integration package with comprehensive documentation and example implementations.

2 weeks
Duration
API + SDK
Key Deliverable
04

Phase 4: Deployment & Optimization

We deploy the complete system to your cloud environment (AWS/GCP) with monitoring, alerting, and SLA guarantees. Includes a performance review and a roadmap for model retraining.

Client Value: Launch with confidence, backed by 99.9% uptime SLAs and ongoing support for model accuracy.

1-2 weeks
Duration
Live System
Key Deliverable
Wallet Intelligence

Frequently Asked Questions

Get clear answers on how our Wallet Clustering and Behavioral Profiling services work, their technical implementation, and the value they deliver for your business.

Our proprietary clustering algorithms achieve 95%+ accuracy in linking addresses to real-world entities. We combine on-chain transaction patterns, off-chain data correlation, and multi-chain heuristics to build high-fidelity profiles. For risk-scoring use cases, we maintain a false-positive rate below 2%.

conclusion
CORE SERVICE

Smart Contract Development

Secure, production-ready smart contracts for DeFi, NFTs, and enterprise applications.

We architect and deploy audit-ready smart contracts that power your core business logic. Our development process ensures gas efficiency, upgradability, and security from day one.

  • Custom Logic: Build on ERC-20, ERC-721, ERC-1155, or bespoke standards.
  • Security-First: Code follows OpenZeppelin patterns and undergoes internal review before formal audit.
  • Full Lifecycle: From initial design and Solidity 0.8+ development to deployment and mainnet verification.

Reduce your time-to-market and technical risk with battle-tested contracts.

We deliver contracts optimized for your specific use case—whether it's a high-frequency DEX, a complex staking protocol, or a compliant token. Our focus is on maintainable code and clear documentation 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