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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-Based Credit Scoring Model Development

Design and deploy custom, AI-powered credit scoring smart contracts on EVM chains to assess borrower risk using on-chain data, enabling DeFi lending protocols with automated underwriting.
Chainscore © 2026
overview
FULL-STACK ENGINEERING

Custom Blockchain Development

End-to-end blockchain solutions from protocol design to production deployment.

We architect and build bespoke blockchain systems tailored to your business logic. Our full-cycle development delivers production-ready mainnet deployments with 99.9% uptime SLAs.

  • Layer 1 & 2 Development: Custom sidechains, app-chains (Cosmos SDK, Substrate), and zk-rollups.
  • Smart Contract Suites: Secure Solidity 0.8+/Rust development with formal verification.
  • Node Infrastructure: Managed validator networks, RPC endpoints, and indexers.
  • Integration: Seamless APIs and web3.js/ethers.js SDKs for your frontend.

Go from concept to live network in 8-12 weeks. We handle the entire stack so you can focus on your product.

key-features-cards
ARCHITECTURE

Core Components of Our Credit Scoring System

We build transparent, on-chain credit models with auditable logic and verifiable data. Our modular system integrates seamlessly with your DeFi protocols, enabling risk-based lending, underwriting, and identity verification.

02

Customizable Scoring Algorithm Engine

Deploy your proprietary credit logic as verifiable, upgradeable smart contracts. Our engine supports weighted attributes, time-decay functions, and community-governed parameter updates.

Key Deliverables:

  • Gas-optimized Solidity scoring contracts
  • Configurable risk models (reputation, collateralization, payment history)
  • On-chain governance hooks for parameter tuning
04

Compliance & Audit-Ready Smart Contracts

All scoring logic and data handling contracts are developed with security-first principles, undergo formal verification, and are ready for third-party audits.

Key Deliverables:

  • Contracts built with OpenZeppelin libraries and Solidity 0.8+
  • Comprehensive test suites with >95% coverage
  • Detailed technical documentation and audit reports
05

Real-Time API & Integration Layer

Expose credit scores and risk signals through a low-latency, reliable GraphQL API. Includes webhook alerts for score changes and pre-built SDKs for DeFi apps.

Key Deliverables:

  • Sub-second GraphQL API with rate limiting
  • Web3.js/Ethers.js SDK for easy dApp integration
  • 99.9% uptime SLA for critical endpoints
99.9%
API Uptime SLA
< 200ms
P95 Latency
06

Continuous Monitoring & Model Governance

Monitor model performance, data drift, and economic conditions with dashboards and automated alerts. Includes tools for model retraining and version-controlled upgrades.

Key Deliverables:

  • Performance dashboards (accuracy, default rates)
  • Automated alerts for anomalous wallet behavior
  • Secure, multi-sig governed upgrade mechanisms
benefits
MEASURABLE RESULTS

Business Outcomes for Your Lending Protocol

Our EVM-based credit scoring models are engineered to deliver specific, quantifiable improvements to your lending protocol's core metrics and market position.

01

Sharper Risk Assessment

Deploy a custom credit model that reduces default rates by accurately scoring on-chain and off-chain borrower data. Move beyond simple over-collateralization.

40-60%
Lower Default Risk
Real-time
Score Updates
02

Increased Capital Efficiency

Enable under-collateralized and identity-based lending pools. Expand your total addressable market by serving creditworthy borrowers without requiring excessive capital lock-up.

2-5x
Higher LTV Ratios
New Segments
Market Access
03

Regulatory & Compliance Readiness

Build with privacy-preserving KYC/AML checks and audit trails from day one. Our models are designed to integrate with regulatory frameworks, future-proofing your protocol.

GDPR/CCPA
Compliant Design
ZK-Proofs
Privacy Option
04

Faster Time-to-Market

Leverage our pre-audited modular components and proven architecture. Go from concept to a secure, production-ready credit module in weeks, not months.

< 6 weeks
To MVP
Pre-Audited
Core Modules
05

Enhanced Protocol Security

Receive a fully audited smart contract system for your credit logic. Our development follows OpenZeppelin standards and includes formal verification for critical functions.

Multi-Audit
Security Process
0 Critical
Vulnerability Target
06

Sustainable Fee Revenue

Monetize risk assessment by charging origination or service fees based on credit tier. Create a new, predictable revenue stream alongside interest income.

1-3%
Origination Fees
Recurring
Revenue Model
Structured Roadmap to Production

Phased Development Tiers

Our modular approach allows you to launch a secure, functional credit scoring model and scale its capabilities as your protocol grows. Choose the tier that matches your current stage.

Core DeliverablesFoundationGrowthScale

Custom Scoring Logic Development

On-Chain Data Oracle Integration

Basic (1 source)

Advanced (3+ sources)

Custom Multi-Source

Off-Chain Attestation Framework

Smart Contract Audit & Security Review

Basic Review

Comprehensive Audit

Audit + Formal Verification

Gas-Optimized Solidity Contracts

Deployment & Configuration Support

Mainnet Only

Multi-Chain (Up to 3)

Full Infrastructure Orchestration

API Gateway & Developer Docs

Standard

Enhanced with SDK

White-Label Portal

Performance & Uptime Monitoring

7-Day Post-Launch

30-Day SLA (99.5%)

24/7 Monitoring (99.9% SLA)

Incident Response Time

Best Effort

< 12 Hours

< 1 Hour

Ongoing Model Tuning & Support

Ad-hoc

Quarterly Reviews

Dedicated Engineer

Estimated Timeline

4-6 Weeks

8-12 Weeks

12+ Weeks

Starting Investment

$25,000

$75,000

Custom Quote

how-we-deliver
METHODOLOGY

Our Development & Integration Process

A structured, four-phase approach to deliver a production-ready, secure, and scalable EVM-based credit scoring model, minimizing your technical risk and accelerating time-to-market.

01

1. Discovery & Data Architecture

We analyze your target market and existing data sources to design a robust on-chain/off-chain data pipeline. This phase defines the scoring logic, identifies required oracles (e.g., Chainlink), and establishes the data privacy framework.

2-3 weeks
Phase Duration
100+
Data Points Analyzed
02

2. Smart Contract Development & Auditing

Our senior Solidity engineers build the core scoring logic, governance mechanisms, and integration hooks. Every contract undergoes rigorous internal review followed by a formal security audit from a leading third-party firm before deployment.

OpenZeppelin
Security Standard
2 Audits
Security Layers
03

3. Model Integration & API Layer

We deploy the smart contracts to your chosen EVM network (Mainnet/Testnet) and build a secure, low-latency backend API. This service layer handles off-chain computations, oracle calls, and provides a simple interface for your dApp or partners.

< 100ms
API Latency
99.9% SLA
Uptime
04

4. Testing, Deployment & Documentation

Comprehensive testing across unit, integration, and stress scenarios ensures reliability. We handle the mainnet deployment and provide complete technical documentation, integration guides, and developer support for your team.

Full Suite
Test Coverage
Live Support
Post-Launch
tech-stack
ENTERPRISE-GRADE FOUNDATION

Technology & Protocol Stack

Our EVM-based credit scoring models are built on a production-hardened stack, ensuring security, scalability, and seamless integration with your existing DeFi or FinTech infrastructure.

01

Smart Contract Architecture

Secure, upgradeable smart contracts built with Solidity 0.8+ and OpenZeppelin libraries. We implement proxy patterns for future-proofing and gas-optimized logic for on-chain scoring calculations.

OpenZeppelin
Security Standard
Proxy Patterns
Upgradeability
02

Oracle Integration Layer

Robust integration with Chainlink, Pyth, and custom oracles for secure, reliable off-chain data feeds. We ensure tamper-proof inputs for income verification, transaction history, and real-world asset data.

Chainlink / Pyth
Oracle Providers
Multi-Source
Data Verification
03

On-Chain Data Indexing

Comprehensive indexing of wallet histories, DeFi interactions, and NFT holdings using The Graph or custom subgraphs. Enables deep, real-time analysis of on-chain financial behavior.

The Graph
Indexing Protocol
Real-Time
Data Availability
04

Zero-Knowledge Proofs (ZKPs)

Optional integration of zk-SNARKs (via Circom) or zk-STARKs for privacy-preserving credit checks. Allows users to prove creditworthiness without exposing sensitive transaction details.

zk-SNARKs/STARKs
Privacy Tech
Selective Disclosure
User Control
05

Cross-Chain Compatibility

Model deployment and portability across major EVM chains (Ethereum, Polygon, Arbitrum, Base) using LayerZero or CCIP. Ensures your scoring logic works wherever your users are.

Ethereum L1/L2
Supported Chains
LayerZero
Interoperability
06

Security & Auditing

End-to-end security with formal verification (Certora), third-party audits (Trail of Bits, Quantstamp), and automated testing (Slither, Foundry). We deliver verifiably secure models.

Trail of Bits
Audit Partner
Formal Verification
Security Method
EVM Credit Scoring

Frequently Asked Questions

Get clear answers about our development process, security, and timelines for building a custom on-chain credit model.

A complete end-to-end deployment, from initial design to mainnet launch, typically takes 6 to 10 weeks. This includes 2 weeks for data schema design and model specification, 3-4 weeks for core smart contract development and unit testing, 2 weeks for internal and external security audits, and 1-2 weeks for final integration and deployment. Timelines adjust for complexity, such as multi-chain deployment or advanced ML oracle integration.

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