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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

AI-Powered Collateral Risk Assessment Module

Integrate predictive machine learning models with on-chain oracles to dynamically score RWA collateral, automating loan-to-value ratios and liquidation triggers for secure, efficient lending.
Chainscore © 2026
overview
CORE SERVICE

Smart Contract Development

Secure, production-ready smart contracts built by Web3 specialists.

We architect and deploy custom Solidity/Rust smart contracts that form the backbone of your application. Our process is built for security and speed:

  • Security-first development using OpenZeppelin libraries and formal verification patterns.
  • Gas-optimized code that reduces user transaction costs by up to 40%.
  • Comprehensive audit readiness with inline documentation and test coverage exceeding 95%.

From initial token (ERC-20, ERC-721) to complex DeFi logic, we deliver battle-tested contracts ready for mainnet.

Our deliverables include the source code, deployment scripts, and a detailed technical specification for your team.

key-features-cards
ENTERPRISE-GRADE INFRASTRUCTURE

Core Capabilities of Our Risk Engine

Our AI-powered module delivers real-time, protocol-specific risk analysis to secure your lending, borrowing, and staking operations. Built for DeFi leaders who cannot afford guesswork.

01

Real-Time On-Chain Monitoring

Continuously scans wallet positions, liquidity pools, and oracle feeds across 15+ EVM chains to detect collateral volatility and liquidation risks before they impact your protocol.

< 1 sec
Update Latency
15+
Supported Chains
02

Protocol-Specific Risk Models

Pre-built and customizable models for Aave, Compound, MakerDAO, and bespoke lending platforms. Adapts to unique liquidation logic, oracle dependencies, and governance parameters.

20+
Pre-Built Models
4 weeks
Custom Model SLA
03

Multi-Factor Health Scoring

Generates dynamic, per-position health scores (0-100) using 50+ risk signals: LTV ratios, asset concentration, volatility history, and governance attack vectors.

50+
Risk Signals
99.9%
Score Accuracy
04

Automated Alerting & Actions

Configurable webhook alerts for at-risk positions with optional integration to trigger automatic margin calls, partial liquidations, or position rebalancing via secure APIs.

< 5 sec
Alert Trigger
10+
Action Templates
05

Historical Simulation & Backtesting

Stress-test your collateral parameters against historical market crashes (e.g., LUNA, FTX) and simulated black swan events to validate your risk tolerance.

5+ years
Historical Data
1000+
Simulation Scenarios
06

Enterprise Security & Compliance

Deployed in SOC 2 Type II certified environments with end-to-end encryption, role-based access control (RBAC), and comprehensive audit logs for financial regulators.

SOC 2 Type II
Certification
99.95%
Uptime SLA
benefits
TURNING DATA INTO DECISIONS

Business Outcomes: From Risk to Revenue

Our AI-Powered Collateral Risk Assessment Module delivers concrete, measurable results that directly impact your bottom line. Move from managing uncertainty to capturing opportunity.

01

Reduce Capital Inefficiency

Dynamically optimize collateral requirements using real-time on-chain and market data. Our models identify over-collateralized positions, freeing up capital for deployment without increasing risk exposure.

15-30%
Capital Efficiency Gain
Real-time
Portfolio Rebalancing
02

Mitigate Default Risk

Proactively identify at-risk positions with predictive analytics. Our module forecasts potential defaults 7-14 days in advance, enabling pre-emptive action to protect your lending book and treasury.

>90%
Default Prediction Accuracy
7-14 days
Early Warning Lead Time
03

Accelerate Underwriting

Automate and standardize risk scoring for new collateral assets. Integrate with your existing loan origination system to cut manual review time and scale your lending operations instantly.

< 2 minutes
Per-Asset Assessment
95%
Process Automation
04

Enhance Regulatory Compliance

Maintain a transparent, auditable risk framework. Generate detailed reports on collateral health, concentration risk, and stress test results to satisfy internal governance and external regulatory requirements.

Automated
Audit Trail
On-Demand
Regulatory Reporting
05

Unlock New Revenue Streams

Safely expand your product offerings to include exotic or long-tail collateral. Confidently price risk for NFTs, LP tokens, and novel DeFi assets to capture first-mover advantage in emerging markets.

2-4x
Addressable Market Increase
Risk-Based
Dynamic Pricing
06

Achieve Platform Resilience

Build lender and investor confidence with institutional-grade risk management. Demonstrate proactive stewardship of capital, reducing volatility during market stress and attracting larger, more stable deposits.

99.9%
Model Uptime SLA
< 24h
Market Shock Integration
Quantifying the ROI of a Managed Solution

Build vs. Buy: The Chainscore Advantage

A detailed comparison of the total cost, risk, and time investment required to build an AI-powered collateral risk module in-house versus deploying Chainscore's battle-tested solution.

Key FactorBuild In-HouseChainscore Module

Development Timeline

6-9 months

4-6 weeks

Initial Team Cost (Devs, Data Scientists)

$300K - $600K+

$0

Ongoing Model Training & Maintenance

2-3 FTEs ($250K+/year)

Included

Security Audit & Penetration Testing

$50K - $100K (one-time)

Pre-audited & Certified

Real-time Oracle & Data Feed Integration

Complex, custom build

Pre-integrated (Chainlink, Pyth, etc.)

Coverage: DeFi Protocols & Assets

Limited to team expertise

500+ protocols, 10,000+ assets

Time-to-Value for Risk Insights

Months after launch

Immediate upon deployment

Total Year 1 Cost (Est.)

$550K - $1M+

From $75K

Uptime & Support SLA

Your responsibility

99.9% with 24/7 SRE

how-we-deliver
A STRUCTURED, FOUR-PHASE APPROACH

Our Delivery Methodology: From Data to Deployment

We deliver a production-ready AI risk module through a transparent, milestone-driven process designed for technical teams. Each phase delivers tangible value and clear deliverables.

01

Phase 1: Data & Model Architecture

We architect the data ingestion pipeline and select the optimal ML models (e.g., LSTM, Gradient Boosting) for your specific collateral types. Deliverables include a finalized data schema and model performance benchmarks.

7-10 days
Architecture Sprint
3+ Models
Benchmarked
02

Phase 2: Smart Contract Integration

Development of secure, gas-optimized Solidity contracts that integrate model outputs on-chain. Includes oracle design for real-time price feeds and risk parameter updates.

OpenZeppelin
Security Base
2-3 weeks
Dev & Unit Tests
03

Phase 3: Backend & API Layer

Build the scalable backend service (Node.js/Python) that runs model inferences and exposes a secure REST/WebSocket API for real-time risk scores and portfolio analytics.

99.9% SLA
API Uptime
< 100ms
P95 Latency
04

Phase 4: Deployment & Security Audit

Final deployment to your specified environment (testnet/mainnet) followed by a comprehensive security review. We provide a full audit report and operational runbook.

CertiK / Halborn
Audit Partners
1 week
Deployment Sprint
security-compliance
FOUNDATION

Blockchain Infrastructure

Enterprise-grade node infrastructure with 99.9% uptime SLA for mission-critical applications.

We manage the heavy lifting of blockchain infrastructure so your team can focus on product innovation. Our fully managed services eliminate the operational overhead of running nodes in-house.

  • Multi-chain support: Dedicated nodes for EVM chains (Ethereum, Polygon, Arbitrum), Solana, and Cosmos SDK networks.
  • Guaranteed performance: 99.9% uptime SLA with sub-second RPC response times and zero-downtime failover.
  • Security-first: Isolated VPCs, DDoS protection, and real-time threat monitoring.
  • Developer-ready: Includes WebSocket endpoints, archive data access, and dedicated support engineers.

Deploy production-ready infrastructure in hours, not weeks, with predictable pricing and no hidden costs.

AI Collateral Risk Assessment

Frequently Asked Questions

Get clear answers on how our AI-powered module integrates, secures, and scales your DeFi lending or RWA platform.

Traditional methods rely on static rules and historical averages. Our module uses machine learning models trained on over $50B in on-chain DeFi loan data to analyze collateral in real-time. It evaluates hundreds of dynamic signals—including liquidity depth, volatility clustering, oracle reliability, and wallet concentration—to predict liquidation risk with 40% greater accuracy than standard LTV-based models.

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