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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 Smart Contract Synthetic Data Generation

AI-generated, protocol-specific test data for Ethereum and EVM-compatible chains. Simulate complex DeFi interactions, edge-case user behavior, and mainnet-fork state to ensure contract robustness before deployment.
Chainscore © 2026
overview
CORE SERVICE

Smart Contract Development

Secure, production-ready smart contracts built by Web3 experts for your protocol or application.

We architect, develop, and audit custom Solidity and Rust smart contracts that form the immutable foundation of your product. Our development process ensures gas-optimized code, adherence to EIP standards, and comprehensive security from day one.

Deploy with confidence. We build contracts designed for mainnet from the first line of code.

  • Full-Service Development: From token standards (ERC-20, ERC-721, ERC-1155) to complex DeFi primitives, governance systems, and cross-chain bridges.
  • Security-First Approach: All code follows OpenZeppelin best practices and undergoes internal review before your formal audit.
  • Guaranteed Outcomes: We deliver audit-ready contracts within agreed timelines, with clear documentation and deployment scripts.
key-features-cards
THE FOUNDATION FOR ROBUST TESTING

Protocol-Aware, AI-Driven Data Generation

Move beyond generic mock data. Our AI models are trained on real on-chain patterns, generating synthetic data that respects protocol-specific logic, tokenomics, and user behavior for hyper-realistic simulations.

01

EVM Protocol Intelligence

AI models pre-trained on AMMs (Uniswap V2/V3), lending protocols (Aave, Compound), and NFT marketplaces (OpenSea). Generates data with correct fee structures, liquidity dynamics, and event emissions.

15+
Protocol Templates
100M+
On-Chain Events Trained On
02

State-Accurate Transaction Flows

Generates multi-step user journeys (e.g., deposit→swap→withdraw) that maintain correct contract state transitions and balance changes, catching complex inter-dependency bugs.

>95%
State Accuracy
10k+
Edge Cases Modeled
04

Gas Optimization Profiling

Synthetic data includes precise gas consumption metrics per function call. Identify and refactor high-gas operations before mainnet deployment to reduce user costs.

30-70%
Gas Reduction Potential
Line-by-Line
Profiling
05

Compliance & Regulatory Scenarios

Generate transaction sets for sanctions screening, travel rule compliance (FATF), and jurisdictional testing. Ensure your DeFi or CeFi application meets regulatory requirements.

FATF, OFAC
Frameworks
Audit-Ready
Data Trails
benefits
PROVEN RESULTS

Business Outcomes: Reduce Risk, Accelerate Deployment

Our EVM smart contract synthetic data generation service delivers measurable improvements in development security and speed, directly impacting your project's time-to-market and operational integrity.

01

Eliminate Production Bugs

Generate thousands of realistic, adversarial transaction scenarios to uncover edge cases before mainnet deployment. We deliver comprehensive test suites that mimic real DeFi exploits and MEV attacks, reducing post-launch vulnerabilities by over 90%.

> 90%
Vulnerability Reduction
1000+
Attack Vectors Tested
02

Slash Development Time

Access pre-generated, protocol-specific datasets for Uniswap V3, Aave, Compound, and other major DeFi primitives. Our service cuts the data sourcing and test environment setup phase from weeks to days, accelerating your development sprint cycles.

< 3 days
Environment Setup
50%
Faster Iteration
03

Ensure Protocol Compliance

Validate contract behavior against EIP standards and regulatory logic with datasets built for ERC-20, ERC-721, and ERC-4626 compliance testing. We deliver audit-ready evidence of adherence to token standards and financial regulations.

EIP-20/721/4626
Standards Covered
Audit-Ready
Compliance Proof
04

Optimize Gas & Performance

Benchmark your contracts against synthetic market data to identify and eliminate gas inefficiencies. Our analysis provides actionable insights to reduce average transaction costs by 15-40% under realistic network conditions.

15-40%
Gas Cost Reduction
Real Network
Load Conditions
05

Secure Cross-Chain Logic

Test bridge, omnichain, and layer-2 settlement logic with datasets simulating state discrepancies and latency across Ethereum, Arbitrum, Optimism, and Polygon. We deliver confidence in cross-chain asset security and message passing.

EVM L1 & L2
Networks Covered
Zero-Day
Bridge Attack Sims
Why On-Chain Realism is Critical for Security

Synthetic Data vs. Traditional Testing Methods

A direct comparison of testing approaches for EVM smart contracts, highlighting how synthetic data generation provides superior coverage and security assurance compared to conventional methods.

Testing FactorTraditional Unit/Mock TestingSynthetic On-Chain Data Generation

Data Fidelity & Realism

Low (simplified mocks)

High (realistic, protocol-accurate)

Edge Case Coverage

Manual, limited by dev foresight

Automated, discovers unknown edge cases

Gas Optimization Testing

MEV & Front-Running Simulation

Time to Comprehensive Test Suite

4-8 weeks (manual creation)

1-2 weeks (automated generation)

Maintenance Overhead

High (updates with each protocol change)

Low (data regenerates from live chain state)

Pre-Production Bug Detection Rate

< 60% (estimated)

90% (estimated)

Typical Cost for Robust Suite

$25K - $75K+ (engineering time)

$15K - $50K (service fee)

how-we-deliver
METHODICAL & TRANSPARENT

Our Delivery Process: From Protocol Analysis to Dataset Delivery

We deliver production-ready synthetic datasets through a rigorous, four-phase methodology. Each step is designed for accuracy, security, and seamless integration into your development pipeline.

01

Phase 1: Protocol & Contract Analysis

Our engineers perform a deep-dive analysis of your target protocol's smart contracts. We map all functions, events, and state variables to build a complete data model, ensuring our synthetic data mirrors real-world interactions.

100%
Function Coverage
OpenZeppelin
Security Patterns
02

Phase 2: Scenario & Edge Case Definition

We collaborate with your team to define critical test scenarios—from standard user flows to rare edge cases and attack vectors. This ensures your dataset tests for both functionality and resilience.

50+
Standard Scenarios
100%
Requirement Alignment
03

Phase 3: Data Generation & Validation

Using our proprietary engine, we generate massive, statistically valid transaction datasets. Every data point is validated against the live protocol's logic to guarantee behavioral accuracy before delivery.

> 1M
Synthetic TXs
Deterministic
Output
04

Phase 4: Dataset Packaging & Delivery

Receive your dataset in structured formats (CSV, Parquet) with full schema documentation. We include seed states and replay scripts, enabling instant integration into your CI/CD for testing and simulation.

< 2 weeks
Typical Delivery
24/7
Support SLA
EVM Smart Contract Synthetic Data

Frequently Asked Questions

Common questions from CTOs and technical leads about our synthetic data generation service for EVM smart contract testing.

Our process is protocol-aware and deterministic. We analyze your contract's ABI and bytecode to understand its state variables, functions, and event signatures. Using a combination of fuzzing engines and historical chain data patterns, we generate transaction sequences that create realistic, edge-case state data. This includes valid token balances, complex DeFi positions, NFT ownership structures, and governance states, all reproducible for consistent testing.

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
EVM Smart Contract Synthetic Data Generation | Chainscore Labs | ChainScore Guides