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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
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

Post-Quantum zkML Protocol Research

Specialized R&D service designing and prototyping zero-knowledge machine learning proof systems hardened against quantum computing threats. Secure your long-term privacy guarantees.
Chainscore © 2026
overview
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 backbone of your protocol. Our development process is built on security-first principles, utilizing OpenZeppelin libraries, comprehensive unit testing, and formal verification where required. Deliverables include fully audited code and deployment scripts for mainnet launch.

  • Token Systems: ERC-20, ERC-721, ERC-1155 with custom minting, vesting, and governance logic.
  • DeFi Protocols: Automated Market Makers (AMMs), lending/borrowing pools, staking mechanisms, and yield optimizers.
  • Enterprise Logic: Multi-signature wallets, access control systems, and cross-chain asset bridges.
  • Full Audit Trail: Code review, Slither/MythX analysis, and a final audit report from a trusted third-party firm.
key-features-cards
FUTURE-PROOF YOUR PROTOCOL

Our Post-Quantum zkML Research Capabilities

We conduct foundational research and development to integrate quantum-resistant cryptography with zero-knowledge machine learning, ensuring your next-generation protocols remain secure against emerging threats.

05

Performance Benchmarking Suite

Comprehensive testing against classical baselines to quantify the trade-offs in proof size, generation speed, and gas costs for on-chain verification of PQC-zkML.

Real-World Data
Benchmarking
Gas Cost Models
EVM & L2s
deliverables
ACTIONABLE INSIGHTS

Tangible Research Deliverables

Our research translates complex cryptographic theory into concrete, production-ready assets. We deliver the code, documentation, and strategic analysis you need to build a quantum-resistant future.

01

Post-Quantum zkSNARK Circuit Library

A production-ready library of zkSNARK circuits, including Groth16 and Plonk implementations, upgraded with quantum-resistant cryptographic primitives like lattice-based or hash-based signatures. Delivered with comprehensive gas benchmarks and security analysis.

NIST-Compliant
Cryptography
Gas-Optimized
Circuit Design
02

Security & Threat Analysis Report

A detailed white paper and technical report outlining the quantum threat landscape for your specific protocol. Includes attack vector analysis, risk scoring for current circuits, and a prioritized migration roadmap to post-quantum security.

Comprehensive
Risk Assessment
Prioritized
Migration Path
03

Performance Benchmark Suite

A full benchmarking suite comparing the prover/verifier time, proof size, and on-chain verification gas costs of classical vs. post-quantum zkML circuits. Provides clear data for infrastructure planning and cost forecasting.

Prover/Verifier
Time Benchmarks
On-Chain Gas
Cost Analysis
04

Integration Blueprint & SDK

Step-by-step integration guide and a lightweight SDK for embedding our post-quantum zkML verifier into your existing stack (EVM, Starknet, etc.). Includes example deployments and monitoring hooks for mainnet readiness.

Multi-Chain
Compatibility
Production-Ready
Code Samples
Tailored for Post-Quantum zkML Protocol Development

Structured Research Engagement Tiers

Compare our structured research packages designed to accelerate your post-quantum secure zkML protocol from concept to audited implementation.

Research & Development ScopeExploratoryAcceleratedStrategic

Initial Threat Model & Research Review

Custom PQ-ZK Circuit Architecture Design

Basic

Advanced

Full Custom

Cryptographic Library Selection (e.g., Dilithium, Kyber)

Advisory

Implementation

Co-Development

zkML Protocol Performance Benchmarking

Formal Security Specification Document

Reference Implementation (Rust/Solidity)

Skeleton

Production-Ready

Production-Ready + Optimized

Integration Support with Existing ML Pipeline

Limited

Full

Third-Party Audit Coordination & Remediation

1 Major Audit

Full Audit Program

Estimated Timeline

6-8 Weeks

12-16 Weeks

20+ Weeks

Engagement Model

Fixed Scope

Phased Milestones

Dedicated Team

Starting Investment

$50K

$150K

Custom Quote

our-approach
CORE INFRASTRUCTURE

Smart Contract Development

Secure, production-ready smart contracts built by Web3 experts to power your protocol.

We architect and deploy custom smart contracts that form the foundation of your application. Our development process is built on security-first principles, utilizing OpenZeppelin libraries and rigorous testing frameworks to mitigate risk before mainnet deployment.

From tokenomics to complex DeFi logic, we translate your business requirements into efficient, gas-optimized Solidity code.

  • End-to-End Development: Full lifecycle support from design and Solidity/Vyper coding to deployment on EVM/L2 chains.
  • Security & Audits: Comprehensive unit/integration testing, formal verification, and preparation for third-party audits.
  • Gas Optimization: Code reviews and architecture designed to minimize transaction costs for your users.
  • Upgradeability: Implementation of secure upgrade patterns (TransparentProxy, UUPS) for future-proof contracts.
use-cases
FUTURE-PROOF APPLICATIONS

Critical Use Cases for Quantum-Resistant zkML

Our post-quantum zkML protocol research enables you to build applications today that will remain secure and verifiable against tomorrow's quantum threats. These are the high-stakes, high-value domains where our expertise delivers immediate competitive advantage.

Technical Deep Dive

Post-Quantum zkML Research FAQs

Get answers to the most common technical and commercial questions about our specialized research service for future-proofing your on-chain AI.

Our standard research sprint is 6-8 weeks. This includes a comprehensive literature review of PQ cryptography and zkML, threat modeling for your specific use case, and a feasibility analysis with a prototype or technical whitepaper. We deliver a clear roadmap for implementation, outlining the recommended cryptographic primitives and integration steps.

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