We architect and deploy production-ready smart contracts on EVM chains (Ethereum, Polygon, Arbitrum) and Solana. Our process delivers audited code and gas-optimized logic from day one.
LABS
Services
zkML Model Deployment Services
End-to-end service for deploying, managing, and scaling trained ML models within a zero-knowledge framework on blockchain infrastructure, ensuring operational reliability and cost efficiency.
Chainscore © 2026
overview
CORE SERVICE
Smart Contract Development
Secure, audited smart contract development for DeFi, NFTs, and enterprise applications.
- Custom DeFi Protocols: DEXs, lending/borrowing platforms, yield aggregators.
- NFT & Token Systems:
ERC-20,ERC-721,ERC-1155with advanced minting and royalty features. - Enterprise Logic: Multi-signature wallets, automated treasury management, and supply chain tracking.
We guarantee formal verification and a 99.9% uptime SLA for all deployed contracts, backed by comprehensive testing and monitoring.
key-features-cards
END-TO-END INFRASTRUCTURE
Our zkML Deployment Capabilities
We deliver production-ready zkML systems that are secure, scalable, and seamlessly integrated into your application stack.
01
Custom Circuit Design & Optimization
We design and implement zk-SNARK/STARK circuits tailored to your specific ML model, focusing on proof size and verification speed. Our team specializes in optimizing for inference tasks like fraud detection and biometric verification.
10-100x
Proof Speedup
ZK & Halo2
Circuit Frameworks
02
Secure Model Integration
We securely port your trained PyTorch/TensorFlow models into a zero-knowledge framework, ensuring mathematical equivalence and protecting proprietary model weights from exposure during on-chain verification.
Audited
Code & Logic
O(1)
Weight Privacy
03
High-Performance Prover Infrastructure
Deploy managed prover nodes with GPU acceleration to generate zk proofs for model inferences in seconds. We handle scaling, load balancing, and cost optimization for high-throughput applications.
< 5 sec
Proof Generation
99.9% SLA
Prover Uptime
04
On-Chain Verifier Deployment
We deploy gas-optimized verifier smart contracts to Ethereum, Polygon, or other EVM chains, enabling trustless verification of ML inferences. Contracts are built with upgradeability and security as first principles.
< 200k gas
Avg. Verification
OpenZeppelin
Security Standard
05
End-to-End Developer SDK
Receive a comprehensive SDK and API suite for easy integration. Includes client libraries for proof submission, status polling, and verified result fetching, abstracting away zkML complexity.
TypeScript/Python
Client SDKs
< 1 day
Integration Time
06
Continuous Monitoring & Analytics
Gain visibility into your zkML pipeline with dashboards tracking proof generation times, verification costs, system health, and model performance drift, ensuring operational reliability.
Real-time
Performance Alerts
Cost Dashboard
Gas Analytics
benefits
PRODUCTION-READY INFRASTRUCTURE
Business Outcomes with Managed zkML
Move from experimental proofs to reliable, high-performance zkML applications. Our managed service delivers the infrastructure, security, and operational rigor required for enterprise-grade deployment.
01
Accelerated Time-to-Market
Deploy verifiable ML models in production in under 4 weeks, not months. We handle the complex infrastructure, proof system integration, and performance tuning so your team can focus on core logic.
< 4 weeks
To Production
90%
Faster Integration
02
Enterprise-Grade Security & Compliance
Deploy with confidence using our audited proof circuits and secure proving infrastructure. Our architecture follows zero-knowledge cryptography best practices and is designed for financial-grade applications.
100%
Audited Circuits
SOC 2
Compliant Infrastructure
03
Predictable, Scalable Performance
Achieve sub-2 second proof generation for common inference tasks with our optimized proving backends. Scale seamlessly with load-balanced provers and automated monitoring to meet user demand.
< 2 sec
Proof Generation
99.9%
Uptime SLA
04
Significant Cost Reduction
Eliminate the overhead of building and maintaining a specialized zkML engineering team. Our managed service converts high fixed costs into a predictable operational expense, optimizing your R&D budget.
70%
Lower TCO
Predictable
Pricing Model
06
Dedicated Technical Partnership
Get more than a vendor—get an extension of your engineering team. Our solutions architects and zkML experts provide ongoing support, optimization, and strategic guidance for your verifiable AI roadmap.
24/7
Expert Support
Dedicated
Solution Architect
Choose the Right Plan for Your zkML Project
Structured Deployment Tiers
Compare our service levels for deploying and managing verifiable machine learning models on-chain, from initial setup to enterprise-grade operations.
| Feature / Support | Starter | Professional | Enterprise |
|---|---|---|---|
Custom zk Circuit Development | |||
Model Compilation & Optimization | |||
On-Chain Deployment (EVM L1/L2) | Self-service | Managed | Managed |
Security Audit & Formal Verification | Basic Review | Comprehensive | Comprehensive + Custom |
Performance Monitoring Dashboard | |||
SLA for Proof Generation Uptime | 99.5% | 99.9% | |
Technical Support Response Time | Business Hours | < 12 Hours | < 1 Hour (24/7) |
Included Monthly Inference Volume | Up to 10K | Up to 100K | Custom / Unlimited |
Dedicated Solution Architect | |||
Custom Integration & Onboarding | Standard | White-Glove | |
Starting Project Engagement | $25K | $75K | Custom Quote |
how-we-deliver
PROVEN FRAMEWORK
Our Delivery Methodology
A structured, security-first approach to deploying production-ready zkML models. We deliver auditable, high-performance systems on time and within spec.
01
Architecture & Feasibility Review
We analyze your ML model for zk-circuit compatibility, identifying optimization opportunities and potential constraints before development begins.
1-2 Days
Initial Assessment
100%
Technical Spec
02
Circuit Design & Implementation
Our engineers translate your model into optimized zk-SNARK/STARK circuits using Circom, Halo2, or RISC Zero, focusing on proof size and verification speed.
Circom/Halo2
Framework
> 50%
Avg. Gas Reduction
04
On-Chain Integration & Deployment
We deploy the verifier contract (Solidity, Cairo) to your target chain (EVM, Starknet, zkSync) and build the off-chain prover infrastructure for seamless operation.
EVM/Starknet
Chain Support
< 2 Weeks
Integration Time
05
Performance Optimization & Scaling
Post-deployment, we fine-tune proof generation times and gas costs, and design scaling strategies using proof batching and recursive proofs for high throughput.
Sub-second
Verification Goal
Recursive Proofs
Scaling Method
06
Documentation & Handover
We provide comprehensive technical documentation, operational runbooks, and developer training to ensure your team can maintain and extend the system.
Full SDK
Included
24/7 Support
Post-Launch
security-reliability
CORE SERVICE
Smart Contract Development
Secure, production-ready smart contracts built by Web3-native engineers.
We architect and deploy custom smart contracts that form the secure backbone of your application. Our development process is built on industry best practices and a rigorous security-first approach.
- Full Lifecycle Development: From initial design and
Solidity/Rustcoding to deployment, verification, and monitoring on mainnet. - Security-First Architecture: Contracts are built using battle-tested patterns from
OpenZeppelinand undergo multiple audit layers, including internal review and formal verification tools. - Gas Optimization: Every line is written for efficiency, reducing user transaction costs and maximizing protocol performance.
We deliver auditable, maintainable code that executes exactly as intended, protecting your users and your protocol's value.
Our engineers specialize in key standards and frameworks:
- Token Systems: Custom
ERC-20,ERC-721, andERC-1155implementations with advanced features like vesting, staking, and governance. - DeFi Primitives: Automated Market Makers (AMMs), lending pools, yield aggregators, and derivative contracts.
- Modular Design: Contracts are built for upgradability and composability, ensuring your protocol can evolve without friction.
zkML Deployment
Frequently Asked Questions
Get clear answers on our process, timelines, and technical approach for deploying verifiable machine learning models on-chain.
Standard deployments take 2-4 weeks from model specification to mainnet-ready circuits. This includes model conversion to ZK constraints, circuit optimization, on-chain verifier deployment, and integration testing. Complex models with custom operations or multi-party computation may extend to 6-8 weeks.
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