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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

Predictive Default AI Agent

Machine learning agents that proactively monitor borrowed positions across DeFi protocols to predict and alert on potential defaults, enabling automated risk mitigation actions.
Chainscore © 2026
overview
CORE SERVICE

Smart Contract Development

Secure, production-ready smart contracts built for scale and compliance.

We architect and deploy custom smart contracts that form the backbone of your Web3 product. Our development process ensures security-first design, gas optimization, and audit readiness from day one.

Deliver a secure, auditable, and scalable contract suite in as little as 2-4 weeks.

  • Protocols & Standards: ERC-20, ERC-721, ERC-1155, ERC-4626, and custom logic.
  • Security Foundation: Built with Solidity 0.8+ and OpenZeppelin libraries, following established security patterns.
  • Full Lifecycle: From architecture and development to testing, deployment, and post-launch monitoring on mainnet.
key-features-cards
ENTERPRISE-GRADE RISK INTELLIGENCE

Core Capabilities of Our Predictive Default AI Agent

Our AI agents deliver real-time, on-chain predictive analytics to de-risk lending, trading, and treasury management. Built for institutional-grade accuracy and speed.

01

Real-Time Wallet Health Scoring

Continuous, multi-factor analysis of wallet behavior, collateralization ratios, and transaction patterns to predict default risk before it materializes.

< 5 sec
Score Latency
95%+
Accuracy
02

Cross-Protocol Exposure Analysis

Aggregates positions across DeFi protocols (Aave, Compound, Maker) to calculate true leverage and systemic risk, preventing cascading liquidations.

15+
Protocols Monitored
Real-time
Exposure Updates
03

Automated Margin Call & Liquidation Triggers

Configurable alerting and automated action system that integrates directly with your smart contracts or internal dashboards for proactive risk management.

99.9%
Alert Uptime SLA
< 30 sec
Trigger Execution
04

Historical Simulation & Backtesting

Stress-test your portfolio against historical market crashes (e.g., LUNA, FTX) and custom scenarios using our agent's simulation engine.

2+ Years
Historical Data
Custom Scenarios
Unlimited
05

Regulatory Compliance & Reporting

Generates auditable risk reports, transaction trails, and compliance documentation for internal governance and regulatory requirements.

SOC 2
Compliant
Automated
Report Generation
06

Custom Model Training & Fine-Tuning

We train and deploy proprietary risk models on your historical data and specific vertical (NFTfi, RWA, Perps) for superior predictive power.

4-6 weeks
Deployment Time
Your Data
Model Ownership
benefits
TANGIBLE RESULTS

Business Outcomes: From Prediction to Protection

Our Predictive Default AI Agent delivers measurable business value by transforming raw blockchain data into proactive risk management and revenue protection.

01

Proactive Risk Mitigation

Identify at-risk positions 30-45 days before default, enabling proactive interventions like margin calls or automated liquidations to protect your capital.

30-45 days
Early Warning
>95%
Prediction Accuracy
02

Optimized Capital Efficiency

Increase lending pool utilization by confidently adjusting LTV ratios and collateral requirements based on real-time, AI-driven risk scores.

15-25%
Capital Efficiency Gain
Real-time
Risk Scoring
03

Reduced Manual Overhead

Automate the monitoring of thousands of positions across protocols (Aave, Compound, Morpho) with alerts and reports, eliminating manual portfolio reviews.

90%
Monitoring Time Saved
Multi-protocol
Coverage
04

Enhanced Underwriting & Pricing

Integrate dynamic, wallet-level risk assessments into your credit models to offer personalized interest rates and improve competitive positioning.

Data-driven
Pricing Models
Per-wallet
Risk Analysis
05

Regulatory & Audit Readiness

Generate immutable, on-chain attestable reports of your risk management actions, providing a clear audit trail for internal and regulatory compliance.

On-chain
Audit Trail
Immutable
Reporting
06

Faster Time-to-Value

Deploy a production-ready AI agent with a simple API integration. No need to build in-house ML teams or data pipelines from scratch.

< 2 weeks
Integration Time
API-first
Deployment
Why Proactive Detection Beats Reactive Alerts

Predictive AI Agent vs. Basic Monitoring

A direct comparison showing how our AI-driven predictive analytics for smart contract risk fundamentally outperforms traditional monitoring tools.

CapabilityBasic MonitoringPredictive AI Agent

Default Prediction

Risk Detection Method

Rule-based alerts

ML model on historical & on-chain data

Lead Time to Risk Event

Minutes to hours

Days to weeks

Actionable Insight

What happened

What will happen & why

False Positive Rate

High (30%+)

Low (<5%)

Coverage

Known vulnerabilities

Emerging & novel attack patterns

Integration Complexity

High (custom dashboards)

Low (API-first, pre-built alerts)

Team Requirements

Full-time analyst

Minimal oversight

Typical Implementation

2-4 weeks

1-2 weeks

Annual Cost Impact

$50K-$200K+ in incident response

$25K-$75K in prevention

how-we-deliver
PREDICTIVE AI AGENT DEPLOYMENT

Our Development & Integration Process

A proven, four-phase framework to integrate predictive default intelligence into your DeFi protocol, from initial strategy to production-ready AI agents.

01

1. Strategy & Data Architecture

We analyze your protocol's on-chain data, define risk parameters, and design a custom data pipeline for real-time predictive modeling. This ensures the AI is trained on relevant, high-fidelity transaction data.

2-3 days
Initial Scoping
Custom
Risk Framework
02

2. Model Development & Training

Our data scientists build and train ML models (e.g., gradient boosting, LSTM networks) on historical default events. We focus on features like wallet behavior, collateral volatility, and market sentiment.

>90%
Accuracy Target
On-chain
Data Sources
03

3. Smart Contract Integration

We develop and audit the on-chain components: oracle adapters for model inference, permissioned trigger mechanisms, and gas-optimized settlement logic for automated actions.

OpenZeppelin
Security Standard
Gas-Optimized
Contract Design
04

4. Deployment & Monitoring

Full-stack deployment of the AI agent with a monitoring dashboard. We provide real-time alerts on prediction confidence, agent performance, and system health, ensuring operational reliability.

24/7
System Monitoring
Live Dashboard
Performance View
security-and-compliance
CORE SERVICE

Smart Contract Development

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

We deliver audit-ready code for ERC-20, ERC-721, and custom protocols, ensuring zero critical vulnerabilities at launch. Our process includes formal verification and gas optimization, reducing deployment risk and operational costs.

From tokenomics to governance, we architect the logic that powers your protocol's value.

  • End-to-End Development: Token contracts, staking pools, multi-sig wallets, and custom DeFi primitives.
  • Security-First: Built with OpenZeppelin standards and tested against the latest attack vectors.
  • Time-to-Market: Go from spec to testnet in 2-3 weeks with our proven development framework.
Predictive Default AI Agent

Frequently Asked Questions

Get clear answers on how our AI-driven risk assessment platform integrates with your DeFi protocol.

Our agent integrates via a modular API and on-chain oracle system. We deploy a secure, audited smart contract suite that interfaces with your lending/borrowing logic. The AI model runs off-chain, feeding real-time risk scores (e.g., probability of default, health factor trends) to your protocol for automated actions like adjusting LTV ratios or triggering liquidations. Integration typically requires 2-3 weeks of development and testing on your testnet.

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