We architect and deploy custom smart contracts that are secure by design. Our development process integrates formal verification and comprehensive audits to mitigate risks before deployment.
LABS
Services
zkML for Decentralized AI Agents
We design and deploy autonomous AI agents that execute on-chain with verifiable, private logic using Zero-Knowledge Machine Learning. Achieve trustless automation for DeFi strategies, game NPCs, and governance.
Chainscore © 2026
overview
CORE SERVICE
Custom Smart Contract Development
Secure, production-ready smart contracts built for your specific business logic.
Deliver a battle-tested foundation for your dApp in as little as 2-4 weeks.
- Protocol-Specific Logic:
ERC-20,ERC-721,ERC-1155, and custom standards. - Security-First Development: Built with
Solidity 0.8+andOpenZeppelinlibraries. - Full Audit Trail: Includes unit tests, integration tests, and a pre-audit review.
We provide complete ownership and documentation, ensuring your team can maintain and extend the codebase. Our contracts are optimized for gas efficiency and designed for future upgrades via proxy patterns.
key-features-cards
ZKML INFRASTRUCTURE
Core Technical Capabilities
We deliver production-ready, verifiable AI infrastructure that scales. Our modular components are built for high-throughput, low-latency agent execution with cryptographic guarantees.
03
High-Performance Proving Infrastructure
Deploy dedicated proving clusters with GPU acceleration for sub-second proof generation. We manage the full stack—from circuit compilation to proof aggregation and on-chain verification—with 99.9% uptime SLA.
99.9%
Uptime SLA
< 1 sec
Proof Generation
05
Security & Formal Verification
Every zkML circuit and agent logic undergoes rigorous security review. We employ formal verification tools and audits following OpenZeppelin standards to eliminate vulnerabilities in your trustless AI stack.
Formal Verification
Methodology
OZ Standards
Audit Compliance
06
Integration & Developer Tooling
Get comprehensive SDKs, monitoring dashboards, and custom RPC endpoints. We provide seamless integration with existing Web3 backends and frontends, reducing your time-to-market from months to weeks.
< 4 weeks
Integration Time
Full SDK
Developer Experience
benefits
DELIVERABLES
Business Outcomes for Your Project
Our zkML development service translates cryptographic innovation into measurable business results. We deliver production-ready, secure, and scalable decentralized AI agents.
01
Production-Ready zkML Agents
Deploy verifiable AI agents with audited zk-SNARK circuits, on-chain verification, and seamless integration into your existing DeFi or gaming stack. We handle the full stack from model conversion to smart contract deployment.
4-8 weeks
Time to MVP
99.9%
Circuit Uptime SLA
02
Proven Security & Audit Trail
Every zkML circuit and smart contract undergoes rigorous security review. We implement formal verification for critical logic and provide a comprehensive audit report from partners like Spearbit or Zellic, ensuring trustless execution.
Zero
Critical Bugs Shipped
Certified
By Top Auditors
03
Gas-Optimized On-Chain Verification
We specialize in minimizing the cost of trust. Our circuits are engineered for sub-$1 verification fees on Ethereum L2s (Arbitrum, zkSync) and near-zero cost on dedicated app-chains, making private AI economically viable.
< $1
Avg. Verify Cost (L2)
~200ms
Proof Generation
04
Custom Model Integration
Integrate your proprietary PyTorch or TensorFlow models into a privacy-preserving zkML pipeline. We manage the complex conversion to zk-friendly formats (e.g., Circom, Halo2) while preserving model accuracy and performance.
>95%
Model Fidelity
Full IP
Retention
05
Scalable Inference Infrastructure
We architect and deploy the off-chain prover infrastructure required for scalable inference. Our managed services guarantee high availability and auto-scaling to handle demand spikes without compromising proof generation latency.
99.95%
Prover Uptime
< 2 sec
P95 Latency
06
Ongoing Support & Upgrades
Receive dedicated technical support, performance monitoring, and proactive upgrades for new zkVM advancements (RISC Zero, SP1) or protocol changes. We ensure your agents remain secure and competitive.
24/7
Developer Support
Quarterly
Security Reviews
use-cases
ENTERPRISE-READY USE CASES
Proven Applications for zkML Agents
We deliver production-grade zkML agents that solve real business problems, from securing DeFi to automating compliance. Each solution is built with verifiable execution and enterprise-grade reliability.
01
On-Chain Trading & Risk Management
Deploy autonomous agents that execute complex trading strategies with cryptographic proof of correctness. Eliminate opaque black-box models and provide verifiable risk parameters for institutional DeFi.
< 500ms
Proof Generation
99.9% SLA
Model Uptime
02
Automated Compliance & KYC/AML
Integrate privacy-preserving identity verification and transaction monitoring. Agents process sensitive user data off-chain and submit only zero-knowledge proofs of compliance, protecting user privacy.
GDPR/CCPA
Compliant
< 2 sec
Verification
04
Verifiable Oracle & Data Feeds
Create high-integrity oracles where the data processing logic itself is provable. Agents fetch, compute, and attest to data (like TWAPs or volatility) with cryptographic guarantees, securing DeFi primitives.
Sub-Second
Finality
Audited
Circuits
05
Gaming & Autonomous Worlds
Power next-gen on-chain games with intelligent, provably fair NPCs and game mechanics. Ensure anti-cheat and verifiable randomness for truly decentralized and trustless gameplay.
Provably Fair
Logic
< 100ms
Agent Response
06
Supply Chain & Asset Provenance
Implement end-to-end verifiable tracking where AI agents analyze sensor/IoT data to prove conditions (temperature, location) without revealing sensitive commercial information.
End-to-End
Verification
Enterprise
Integration
Strategic Decision Analysis
Build vs. Buy: zkML Agent Development
A detailed comparison of the time, cost, and risk involved in developing verifiable AI agents in-house versus partnering with Chainscore Labs.
| Development Factor | Build In-House | Partner with Chainscore |
|---|---|---|
Time to First Agent | 6-12+ months | 4-8 weeks |
Core Team Required | 3-5 Senior Engineers | Your Product Team + Our Experts |
Upfront R&D Cost | $250K - $600K+ | $50K - $150K |
Security & Audit Burden | High (You manage audits) | Low (Pre-audited frameworks, optional full audit) |
zk-Circuit Expertise | Must hire/build internally | Included (Our core competency) |
Ongoing Maintenance | Full-time DevOps & Research | Optional SLA with 99.9% Uptime |
Protocol Flexibility | Locked to initial design | Modular, upgradeable architecture |
Total Cost (Year 1) | $400K - $1M+ | $80K - $200K |
Key Risk | Technical debt & security vulnerabilities | Vendor dependency (mitigated by source access) |
how-we-deliver
CORE INFRASTRUCTURE
Custom Smart Contract Development
Secure, gas-optimized smart contracts built to your exact specifications and audited for production.
We architect and deploy production-ready smart contracts for DeFi protocols, NFT platforms, DAOs, and enterprise applications. Our engineers specialize in Solidity 0.8+ and Rust (Solana/Sealevel), implementing battle-tested patterns from OpenZeppelin and Solmate.
- Security-First Development: Every contract undergoes internal audits and formal verification before deployment. We integrate with Slither and Foundry for continuous testing.
- Gas Optimization: We deliver contracts with up to 40% lower gas costs through efficient storage patterns and assembly-level optimizations.
- Full Lifecycle Support: From initial spec to mainnet deployment and upgrade management via Transparent Proxies (ERC-1967) or Diamond Pattern (EIP-2535).
We deliver a complete audit package and deployment scripts, enabling your team to launch with confidence in 2-4 weeks.
zkML for AI Agents
Frequently Asked Questions
Get clear, technical answers about implementing zero-knowledge machine learning for your decentralized AI agents.
From initial design to mainnet deployment, a typical zkML agent project takes 6-10 weeks. This includes 2 weeks for architecture and circuit design, 3-4 weeks for circuit development and integration (using Circom or Halo2), and 1-2 weeks for security audits and deployment. For proof-of-concept implementations, we can deliver a functional prototype in as little as 3 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