We architect, develop, and audit custom smart contracts that form the immutable, trustless backbone of your product. Our team specializes in Solidity 0.8+ and Vyper, leveraging battle-tested libraries like OpenZeppelin to ensure security from day one.
LABS
Services
zkML Proof System Benchmarking
We provide rigorous, data-driven performance, security, and cost analysis of zk proof systems (SNARKs, STARKs, Bulletproofs) for machine learning applications. Our benchmarks guide optimal protocol selection and system optimization.
Chainscore © 2026
overview
CORE SERVICE
Smart Contract Development
Secure, production-ready smart contracts built by Web3 specialists to power your decentralized application.
- End-to-End Development: From initial design and
ERC-20/721/1155standards to complex DeFi logic and cross-chain bridges. - Security-First Process: Multi-stage audits, formal verification with tools like
SlitherandMythX, and comprehensive test suites. - Gas Optimization: We write efficient code to minimize transaction costs for your users, a critical factor for adoption.
- Mainnet Deployment & Verification: We handle the full deployment lifecycle on Ethereum, Polygon, Arbitrum, and other leading EVM chains.
Deliver a secure, audited, and gas-optimized smart contract suite in as little as 2-4 weeks, reducing your technical risk and accelerating your go-to-market.
key-features-cards
PROVEN FRAMEWORK
Our zkML Benchmarking Methodology
We provide a systematic, data-driven approach to evaluate zkML proof systems, delivering actionable insights that help you select and optimize the right technology for production.
benefits
FROM BENCHMARKS TO BUSINESS IMPACT
Deliver Business Outcomes with Data-Driven Decisions
Our zkML Proof System Benchmarking service translates raw performance data into strategic insights, empowering you to build faster, more secure, and cost-effective applications.
01
Accelerate Time-to-Market
Identify the optimal zkML framework for your use case in days, not months. Our structured benchmarking eliminates guesswork, allowing your team to focus on development, not research.
2-4 weeks
Framework Selection
90%
Reduced Research Time
02
Optimize Infrastructure Costs
Make informed decisions on proof generation costs and hardware requirements. Our benchmarks provide clear data on gas fees and computational overhead for long-term cost efficiency.
Up to 70%
Gas Cost Savings
TCO Analysis
Total Cost of Ownership
03
Mitigate Technical Risk
Deploy with confidence using frameworks proven for security and stability. Our analysis includes audit history, community maturity, and vulnerability assessments.
Security-First
Audit & Maturity Scoring
Production-Ready
Stability Benchmarks
04
Future-Proof Your Architecture
Gain insights into framework scalability and upgrade paths. Our reports forecast performance under load, helping you design systems that scale with user growth.
Scalability Models
To 1M+ Users
Upgrade Roadmaps
Framework Evolution
Select the Right Engine for Your zkML Application
zk Proof System Comparison Framework
A side-by-side analysis of leading zk proof systems, evaluating critical performance, cost, and integration factors to inform your technical architecture decision.
| Evaluation Criteria | Groth16 | Plonk | Halo2 | RISC Zero |
|---|---|---|---|---|
Proof Generation Speed | Fastest | Fast | Moderate | Slow (CPU-bound) |
Trusted Setup Required | ||||
Proof Size | Smallest (~200B) | Small (~500B) | Medium (~1KB) | Large (~10KB) |
Recursive Proof Support | ||||
Developer Tooling Maturity | High | High | Medium | Emerging |
Ideal Use Case | Simple Circuits Fixed Logic | General Purpose DApps | Complex Circuits Recursive Apps | zkVM / Generic Compute |
Estimated Dev Time (Weeks) | 2-4 | 4-8 | 6-12 | 8-16 |
Infrastructure Cost (Monthly) | $500-$2K | $1K-$5K | $2K-$10K | $5K-$20K+ |
how-we-deliver
METHODOLOGY
Our Structured Benchmarking Process
We deliver actionable, data-driven insights through a rigorous 4-phase framework designed to de-risk your zkML proof system selection and accelerate your time-to-market.
01
Phase 1: Architecture & Requirements Analysis
We conduct a deep technical workshop to map your specific use case (e.g., on-chain inference, model privacy) to precise proof system requirements. We define benchmarks for latency, proof size, and hardware constraints.
48-72 hrs
Workshop Duration
10+
Key Metrics Defined
02
Phase 2: Multi-Framework Environment Setup
We provision isolated, reproducible testing environments for leading zkML frameworks (e.g., EZKL, RISC Zero, zkML from Modulus Labs). This ensures fair, apples-to-apples performance comparisons.
1-2 days
Environment Build
3-5
Frameworks Tested
03
Phase 3: Comprehensive Performance Benchmarking
We execute standardized test suites measuring proof generation time, verification time, proof size, and memory footprint across your target hardware (CPU/GPU). We identify bottlenecks and optimal configurations.
< 1 sec
Granular Measurement
1000+
Test Iterations
04
Phase 4: Actionable Recommendation & Integration Plan
You receive a clear, prioritized report comparing frameworks against your requirements. We provide a concrete integration roadmap, including code samples and architecture diagrams for your chosen system.
10-15 pages
Detailed Report
2 weeks
Avg. Integration Start
Technical & Commercial Insights
zkML Benchmarking FAQs
Get clear, specific answers to the most common questions from CTOs and engineering leads evaluating zkML proof system performance.
A standard benchmarking project, from initial scoping to final report delivery, typically takes 2-3 weeks. This includes 1 week for environment setup and test execution, and 1-2 weeks for in-depth analysis, optimization recommendations, and report generation. Complex models or custom circuit requirements may extend this to 4 weeks.
conclusion
CORE INFRASTRUCTURE
Smart Contract Development
Secure, audited smart contracts built by experts for production-grade DeFi, NFTs, and enterprise applications.
We architect and deploy custom smart contracts on EVM and Solana that are secure, gas-optimized, and ready for mainnet. Our process delivers production-ready code in 2-4 weeks.
- Security-First: All contracts undergo rigorous audits using static analysis and formal verification.
- Full-Stack Integration: Seamless connection to your frontend, backend, and oracles.
- Protocol Expertise:
ERC-20/721/1155,Uniswap V3forks, staking pools, and custom DeFi logic.
We build the foundational logic your dApp runs on, with 99.9% uptime SLAs and battle-tested security patterns.
Our engineers specialize in:
- Upgradeable Architecture: Using
Proxypatterns (UUPS/Transparent) for future-proofing. - Gas Optimization: Reducing transaction costs by 20-40% versus standard implementations.
- Comprehensive Testing: Unit, integration, and fork-testing on
Goerli,Sepolia, andMainnetforks.
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