We architect and deploy custom EVM and Substrate-based chains, L2 rollups, and application-specific protocols. Our development process delivers production-ready mainnets in 8-12 weeks, with 99.9% uptime SLAs and comprehensive security audits.
LABS
Services
Predictive Cash Flow Modeling with On-Chain Data
We build custom analytics engines that forecast corporate crypto liquidity needs by analyzing historical on-chain expense data, transaction patterns, and real-time market signals.
Chainscore © 2026
overview
FOUNDATION
Custom Blockchain Development
Build secure, scalable blockchain networks and protocols tailored to your specific business logic.
- Core Protocol Design: Consensus mechanisms (
PoS,PoA), tokenomics, and governance models. - Full-Stack Implementation: Smart contracts (
Solidity,Rust), RPC nodes, indexers, and block explorers. - Interoperability Bridges: Secure cross-chain messaging for assets and data with
LayerZeroorAxelar. - DevOps & Monitoring: Automated deployment, node orchestration, and real-time performance dashboards.
We don't just build chains; we engineer the resilient infrastructure your dApp ecosystem needs to scale.
key-features-cards
ARCHITECTED FOR PRECISION
Core Capabilities of Our Modeling Engine
Our engine transforms raw on-chain data into actionable financial intelligence. Built for CTOs and product leads, it delivers the predictive accuracy and reliability required for high-stakes decision-making in DeFi and Web3.
benefits
TANGIBLE RESULTS
Business Outcomes: From Data to Decisive Action
Our predictive models translate raw on-chain data into actionable intelligence, driving measurable improvements in capital efficiency, risk management, and strategic planning.
01
Proactive Liquidity Management
Forecast treasury shortfalls 30-90 days in advance. Automate rebalancing strategies across DeFi protocols to optimize yield and ensure operational continuity.
30-90 days
Forecast Horizon
>95%
Accuracy on High-Confidence Signals
02
Counterparty Risk Scoring
Continuously monitor wallet and protocol exposure. Receive real-time alerts on deteriorating creditworthiness or concentration risks before they impact your portfolio.
Real-time
Risk Monitoring
Multi-chain
Coverage (EVM & non-EVM)
03
Strategic Investment Signals
Identify emerging protocols and token accumulation patterns. Use predictive flows to inform investment timing and capital allocation decisions with data-driven confidence.
On-chain
Alpha Signals
Historical Backtesting
Model Validation
04
Regulatory & Compliance Forecasting
Model the potential impact of regulatory announcements or protocol upgrades on cash flow. Stress-test your financial position against hypothetical market events.
Scenario Analysis
Capability
Audit Trail
Full Data Provenance
Scalable Solutions for Every Stage
Implementation Tiers for Predictive Cash Flow
Choose the right level of integration, support, and customization for your on-chain cash flow modeling needs.
| Capability | Analyst | Professional | Enterprise |
|---|---|---|---|
On-Chain Data Ingestion | |||
Pre-Built ML Models | 3 Core Models | 10+ Advanced Models | Fully Custom Models |
Custom Metric Builder | |||
Real-Time API Access | 5 req/sec | 50 req/sec | Unlimited |
Historical Data Depth | 6 months | 2 years | Full chain history |
Multi-Chain Support | Ethereum Mainnet | EVM L2s (5 chains) | Any EVM & Non-EVM |
SLA & Uptime Guarantee | Best Effort | 99.5% | 99.9% |
Dedicated Support | Community | Business Hours | 24/7 Technical Account Manager |
Implementation Timeline | 2-4 weeks | 4-6 weeks | 8-12 weeks |
Starting Price | $15K / year | $75K / year | Custom Quote |
how-we-deliver
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 foundation of your Web3 product. Our development process ensures security-first design, gas optimization, and compliance with key standards like ERC-20, ERC-721, and ERC-1155.
Deliver a fully audited, battle-tested contract suite in as little as 2-4 weeks.
- Security by Design: Built on
Solidity 0.8+withOpenZeppelinlibraries and internal audit patterns. - Gas Optimization: Expert-level tuning to reduce user transaction costs by up to 40%.
- Full-Stack Integration: Contracts are delivered with comprehensive test suites and ready-to-deploy scripts for
HardhatorFoundry.
Our team specializes in complex logic for DeFi, NFTs, and DAOs, ensuring your contracts are modular, upgradeable, and future-proof. We provide detailed technical documentation and post-deployment support.
tech-stack
ARCHITECTURE
Built on Proven Data & Analytics Infrastructure
Our predictive models are powered by a battle-tested data pipeline trusted by leading protocols and institutions. We handle the infrastructure complexity so you can focus on insights.
01
Real-Time On-Chain Data Ingestion
Direct integration with 30+ EVM and non-EVM chains via RPC nodes and indexers. Process millions of transactions and events daily with sub-2-second latency for live cash flow signals.
30+
Blockchains
< 2 sec
Data Latency
02
Institutional-Grade Data Warehousing
Raw and transformed on-chain data stored in a secure, scalable data lake (AWS S3/Google Cloud). Enables historical analysis, backtesting, and complex multi-chain queries.
PB+
Historical Data
99.95%
Query Uptime
03
Advanced Analytics & Feature Engineering
Proprietary feature extraction from raw transactions, token flows, and wallet behaviors. Builds the foundational datasets for accurate ML-driven cash flow forecasting.
1000+
On-Chain Metrics
24/7
Pipeline Monitoring
04
Secure, Isolated Model Execution
Predictive models run in dedicated, audited environments. Data access follows strict security protocols, ensuring your proprietary models and inputs remain confidential.
SOC 2
Compliance
VPC Isolation
Security
Predictive Cash Flow Modeling
Frequently Asked Questions
Get clear answers on how our on-chain data modeling service delivers actionable financial intelligence for your protocol or DeFi product.
Our models achieve 85-95% accuracy for 30-day forecasts, validated against historical on-chain data from major protocols. Accuracy varies by asset volatility and data availability. We use ensemble methods combining time-series analysis, machine learning, and protocol-specific economic models to minimize error.
ENQUIRY
Get In Touch
today.
Our experts will offer a free quote and a 30min call to discuss your project.
NDA Protected
Confidentiality24h Response
Time to ValueDirectly to Engineering Team
No Sales Fluff10+
Protocols Shipped
$20M+
TVL Overall