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
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

ML-Powered Risk Assessment Dashboards for Prediction Markets

Custom-built interactive dashboards that leverage machine learning to quantify and visualize real-time risk exposure, counterparty risk, and market volatility, giving your traders and risk managers a decisive edge.
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 are secure, gas-optimized, and tailored to your specific logic. Our process ensures zero critical vulnerabilities before mainnet deployment.

  • Full-Stack Expertise: Solidity / Rust / Vyper development for EVM, Solana, and other L1/L2 chains.
  • Security-First: Rigorous audits using OpenZeppelin patterns, Slither, and Foundry fuzzing.
  • Production Ready: Contracts include upgradeability patterns, pausable functions, and comprehensive event logging.

Reduce your time-to-market from months to weeks with our battle-tested development framework.

We deliver complete contract suites including:

  • Token Standards: ERC-20, ERC-721, ERC-1155 with custom minting and vesting.
  • DeFi Primitives: Automated Market Makers (AMMs), liquidity pools, and staking mechanisms.
  • Governance Systems: DAO tooling, multi-sig wallets, and transparent voting modules.

Measurable Outcomes:

  • 99.9% Uptime SLA for contract availability post-launch.
  • Gas Optimization reducing user transaction costs by up to 40%.
  • 2-Week MVP Delivery for standard token or NFT projects.

Partner with us to build the secure, scalable foundation your Web3 product requires.

key-features-cards
ENTERPRISE-GRADE INSIGHTS

Core Capabilities of Your Custom Risk Dashboard

Our dashboards deliver actionable intelligence, not just raw data. Built for technical leaders who need to manage risk, ensure compliance, and drive strategic decisions with confidence.

01

Real-Time Multi-Chain Risk Monitoring

Monitor wallet, protocol, and smart contract risk across Ethereum, Solana, and other major L1/L2s in a unified view. Our system processes on-chain data with sub-5-second latency, enabling proactive threat detection.

< 5 sec
Data Latency
10+
Chains Supported
02

Customizable ML Risk Models

Deploy proprietary or our pre-trained ML models for anomaly detection, credit scoring, and market manipulation alerts. We provide a model development framework, not just a black-box score.

50+
Pre-built Models
99.9%
Model Uptime SLA
03

Regulatory & Compliance Reporting

Automate reports for AML/CFT, transaction monitoring (TM), and capital requirements. Our dashboards generate audit trails and export-ready documentation for regulators like FINRA and the SEC.

24/7
Audit Trail
FATF Compliant
Framework
04

Portfolio & Counterparty Exposure Analysis

Visualize concentration risk, liquidity gaps, and counterparty dependencies across DeFi, CeFi, and traditional assets. Set automated alerts for threshold breaches.

360°
Exposure View
Real-time
Alerting
06

API-First Integration & Scalability

Embed risk scores and alerts directly into your internal tools via RESTful APIs and WebSocket streams. Built on infrastructure designed to handle enterprise-scale data loads.

99.95%
API Uptime SLA
< 100ms
P95 Response Time
benefits
MEASURABLE BUSINESS IMPACT

Quantifiable Outcomes for Your Prediction Market

Our ML-Powered Risk Assessment Dashboards deliver concrete, data-driven results. Move beyond theoretical models to actionable intelligence that directly improves your market's liquidity, security, and profitability.

01

Enhanced Market Liquidity

Increase liquidity provider participation by 40-60% with transparent, real-time risk scoring that builds confidence and reduces capital inefficiency.

40-60%
LP Participation Increase
Real-time
Risk Scoring
02

Reduced Bad Debt & Defaults

Proactively identify and flag high-risk positions using predictive models, reducing platform bad debt by up to 80% compared to traditional static collateral models.

Up to 80%
Bad Debt Reduction
Predictive
Model Accuracy
03

Accelerated Time-to-Market

Deploy a production-ready, white-labeled risk dashboard integrated with your existing oracle and settlement layers in under 3 weeks.

< 3 weeks
Deployment Time
White-labeled
Custom Integration
04

Actionable Regulatory Intelligence

Automate compliance monitoring and generate audit trails for financial authorities, reducing manual reporting overhead by over 70%.

> 70%
Reporting Overhead Reduced
Automated
Audit Trails
Risk Dashboard Implementation Tiers

Structured Development Path: From MVP to Enterprise

A phased approach to deploying ML-powered risk assessment dashboards, scaling from initial validation to full-scale enterprise operations.

CapabilityMVP / PilotProfessional ScaleEnterprise Platform

Custom ML Model Training

Pre-configured templates

Tailored to your asset classes

Continuous, real-time model retraining

Supported Data Sources

On-chain data only

On-chain + 3 external APIs

On-chain + Unlimited APIs + Proprietary feeds

Dashboard Customization

Standard layout

White-labeled UI/UX

Fully custom, embedded components

Real-time Alerting

Basic threshold alerts

Multi-channel alerts (Slack, Email)

Custom alert logic with automated response workflows

Historical Analysis Depth

30 days

1 year

Full chain history + custom snapshots

Supported Blockchains

Ethereum Mainnet

EVM L1s & L2s (e.g., Arbitrum, Base)

All major ecosystems (EVM, Solana, Cosmos, etc.)

SLA & Support

Best effort

99.5% Uptime, 12h response

99.9% Uptime, 1h response, Dedicated SRE

Security & Compliance

Basic data encryption

SOC 2 Type I, Role-based access

SOC 2 Type II, Audit trails, Regulatory reporting suite

Implementation Timeline

2-3 weeks

4-6 weeks

8-12 weeks

Engagement Model

Fixed-scope project

Managed service

Fully managed platform + custom development

how-we-deliver
PROVEN FRAMEWORK

Our Methodology: From Data to Deployment

A systematic, four-phase approach that transforms raw on-chain data into actionable, production-ready risk intelligence, ensuring reliability and rapid integration.

01

Data Ingestion & Normalization

We aggregate and standardize data from 30+ blockchains, 500+ DeFi protocols, and major CEXs. Our pipelines handle 10M+ transactions daily, providing a unified, clean data layer for analysis.

30+
Blockchains
10M+
Daily Tx
02

Risk Model Development

Our data scientists build proprietary ML models for credit, market, and counterparty risk. Models are trained on historical depeg events, liquidations, and protocol exploits to predict vulnerabilities.

100+
Risk Signals
< 50ms
Inference Time
03

Dashboard Engineering & Integration

We develop custom React/TypeScript dashboards with real-time WebSocket feeds and interactive visualizations. APIs are built for seamless integration into your existing treasury or trading platforms.

99.9%
Uptime SLA
2-4 weeks
Deployment
04

Security Audit & Production Deployment

Every component undergoes rigorous internal review and optional third-party audit. We manage the full deployment lifecycle, including monitoring, alerting, and SLA-backed infrastructure on AWS/GCP.

SOC 2
Compliant
24/7
Monitoring
security-compliance
FULL-STACK ENGINEERING

Custom Blockchain Development

End-to-end blockchain solutions built for scale, security, and speed-to-market.

We architect and build production-ready blockchain systems from the ground up. Our full-cycle development delivers custom L1/L2 chains, DeFi protocols, and enterprise-grade dApps with 99.9% uptime SLAs and battle-tested security.

From concept to mainnet, we handle the entire stack so your team can focus on product vision and go-to-market strategy.

  • Core Protocol Engineering: Custom consensus (PoS, PoA), EVM-compatible L2s, and cross-chain bridges.
  • Smart Contract Suites: Gas-optimized Solidity 0.8+ contracts with formal verification and audit readiness.
  • Full-Stack Integration: Frontends, indexers, oracles, and wallets seamlessly connected to your chain.
  • Deployment & DevOps: Automated CI/CD, node orchestration, and monitoring with 2-week MVP sprints.
ML-Powered Risk Assessment

Frequently Asked Questions

Get specific answers about our data-driven dashboard development process, security, and outcomes for Web3 projects.

Our models aggregate and analyze on-chain data (transaction history, wallet interactions, smart contract calls), off-chain market data (price feeds, volatility), and protocol-specific metrics (TVL, liquidity depth, governance activity). We build custom data pipelines for your specific use case, ensuring real-time, actionable insights.

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
ML Risk Dashboards for Prediction Markets | Chainscore Labs | ChainScore Guides