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ZK-Rollup Confidential Inference Layer
We develop custom ZK-Rollup layers for private, verifiable AI inference. Your model's inputs and outputs remain confidential, while cryptographic proofs guarantee correct execution on-chain.
Chainscore © 2026
overview
FOUNDATION
Blockchain Infrastructure
Enterprise-grade node infrastructure with 99.9% uptime SLA and multi-chain support.
- Multi-Chain RPC & Validators: Dedicated endpoints for
Ethereum,Polygon,Solana, andAvalanche. - Guaranteed Uptime: 99.9% SLA with 24/7 monitoring and automatic failover.
- Enhanced APIs: Access historical data, real-time logs, and gas optimization tools.
- Security First: Isolated environments, DDoS protection, and enterprise-grade key management.
Focus on your product's logic. We guarantee the network's performance, security, and data integrity.
key-features-cards
ZK-ROLLUP INFERENCE ENGINEERING
Core Technical Capabilities We Deliver
We build production-ready, confidential inference layers that enable private, verifiable AI on-chain. Our solutions reduce gas costs by 90%+ and provide sub-second proof generation for real-time applications.
02
Rollup Sequencer & Prover Infrastructure
Deployment of high-availability sequencer nodes and distributed prover networks. We guarantee 99.9% uptime with automated failover and horizontal scaling for peak inference loads.
99.9%
Uptime SLA
< 50 ms
Sequencer Latency
04
On-Chain Verifier Contracts
Gas-optimized Solidity/Yul verifier contracts deployed to Ethereum L1 or any EVM chain. Audited for security and efficiency, with upgradeability patterns for future proof systems.
< 200k Gas
Avg. Verify Cost
OpenZeppelin
Audit Standard
05
Cross-Chain State Sync
Secure bridging of inference results and state between your ZK-rollup and multiple destination chains (Ethereum, Arbitrum, Optimism, Base) using canonical messaging or light clients.
Multi-Chain
Interoperability
< 5 min
Finality
benefits
DELIVERABLES
Business Outcomes for Your Product
Our ZK-Rollup Confidential Inference Layer delivers tangible results for your FinTech or Web3 application. We focus on measurable improvements in performance, cost, and security.
01
Sub-Second Private Inference
Execute confidential machine learning models on-chain with finality under 500ms. Enables real-time, privacy-preserving DeFi risk scoring and on-chain AI agents.
< 500ms
Finality
Zero-Knowledge
Privacy
02
90% Lower On-Chain Costs
Batch thousands of private computations into a single ZK-proof settlement on L1. Drastically reduces gas fees for data-intensive operations like credit scoring and fraud detection.
90%
Cost Reduction
ZK-Rollup
Architecture
03
Enterprise-Grade Security & Audits
Built with formal verification and audited by leading security firms. Your confidential data and model weights remain encrypted, with proofs generated in trusted execution environments.
Formal Verification
Method
TEE + ZK
Security Stack
04
4-Week Production Deployment
Go from concept to mainnet in one month. We provide a complete SDK, custom circuit development, and managed prover infrastructure for your specific use case.
< 4 weeks
Time to Market
Full SDK
Included
05
Seamless EVM & L2 Integration
Deploy on Ethereum, Arbitrum, Optimism, or Polygon. Our layer is compatible with existing smart contracts, allowing you to add private logic without a full rewrite.
EVM Native
Compatibility
Multi-Chain
Deployment
06
Dedicated Cryptographic Engineering
Work directly with PhDs and engineers who have built production ZK systems. We handle the complexity of circuit design, proof optimization, and verifier contracts.
Expert Team
Resource
End-to-End
Ownership
Structured Implementation Path
ZK-Rollup Confidential Inference: Development & Integration Tiers
A phased approach to deploying a private, scalable ZK-Rollup for on-chain AI/ML inference, from proof-of-concept to full-scale enterprise production.
| Core Capability | Proof-of-Concept | Production-Ready | Enterprise Scale |
|---|---|---|---|
ZK-Circuit Development & Optimization | Basic Confidential ML Model | Custom High-Performance Circuits | Multi-Model, Domain-Specific Circuits |
Rollup Sequencer & Prover Setup | Single-Node Testnet | High-Availability Cluster | Geo-Redundant, Multi-Region |
On-Chain Verifier Smart Contracts | Audited Core Contracts | Gas-Optimized, Upgradeable Contracts | Custom Governance & Slashing Logic |
Data Availability Layer Integration | Centralized Testnet | Ethereum / Celestia / EigenDA | Multi-DA Strategy with Fallbacks |
Throughput & Finality | ~100 TPS, < 30s Finality | 1,000+ TPS, < 5s Finality | 10,000+ TPS, Sub-Second Finality |
Confidentiality Guarantee | Basic ZK Proofs | Advanced ZK-SNARKs (Plonk, Halo2) | Custom ZK-STARKs / MPC Hybrid |
Integration & SDK Support | Basic JavaScript SDK | Full SDK Suite (JS, Python, Go) | White-Glove API & Custom Client Dev |
Security Audit Scope | Circuit & Core Contract Review | Full Stack Audit + Economic Review | Continuous Audit & Formal Verification |
Ongoing Support & SLA | Email Support | 24/7 Monitoring & 12h Response SLA | Dedicated SRE, 99.9% Uptime, 1h Response |
Typical Timeline | 4-6 Weeks | 8-12 Weeks | 12-16+ Weeks (Custom) |
Engagement Model | Fixed-Scope Project | Managed Development & Launch | Full Infrastructure Partnership |
use-cases
WHERE ZK-POWERED PRIVACY DELIVERS VALUE
Target Applications & Industries
Our ZK-Rollup Confidential Inference Layer enables enterprises and protocols to leverage sensitive on-chain data without exposing it, unlocking new business models and compliance-ready solutions.
how-we-deliver
RELIABLE FOUNDATION
Blockchain Node Infrastructure
Enterprise-grade, fully managed node infrastructure for any blockchain protocol.
We provide dedicated, high-availability nodes with 99.9% uptime SLAs, eliminating the operational overhead of self-hosting. Our infrastructure supports EVM, Solana, Cosmos, and Bitcoin networks with multi-region failover and real-time monitoring.
Focus on your application logic while we guarantee the foundational layer is secure, performant, and always online.
- Global Deployment: Nodes deployed across AWS, GCP, and bare-metal providers for low-latency global access.
- Security & Compliance: Isolated environments, DDoS protection, and regular security audits.
- Developer Experience: Seamless integration via RPC endpoints, WebSocket support, and dedicated technical support.
ZK-Rollup Confidential Inference
Frequently Asked Questions
Get clear answers on how our confidential compute layer integrates with your existing ZK-rollup infrastructure.
A standard integration for a production-ready ZK-rollup takes 4-6 weeks. This includes architecture review, on-chain verifier deployment, off-chain prover setup, and a full security audit. For proof-of-concept deployments with a subset of functions, we can deliver in 2-3 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