We architect and deploy custom smart contracts that form the secure, immutable backbone of your application. Our development process is built on audited security patterns and battle-tested frameworks like OpenZeppelin.
LABS
Services
Zero-Knowledge AI Model Verification Development
We design and implement ZK circuits to generate verifiable proofs of AI model integrity, training data provenance, and inference correctness without revealing the underlying model or data, enabling trust in decentralized AI services.
Chainscore © 2026
overview
CORE SERVICE
Smart Contract Development
Secure, production-ready smart contracts built by Web3 experts for your protocol or application.
From initial concept to mainnet deployment, we ensure your logic is gas-optimized, upgradeable, and secure by design.
- End-to-End Development: Full lifecycle support from specification and
Solidity/Rustcoding to testing and deployment. - Security-First Approach: Rigorous internal audits, formal verification, and integration with tools like
SlitherandFoundry. - Protocol-Specific Expertise:
ERC-20,ERC-721,ERC-1155, custom DeFi primitives, governance modules, and cross-chain bridges. - Guaranteed Outcomes: Deliver a production-ready MVP in 2-4 weeks with clear documentation and 99.9% reliability targets.
key-features-cards
ZK-PROVEN AI INFRASTRUCTURE
Core Technical Capabilities We Deliver
We architect and deploy verifiable AI systems that provide cryptographic proof of model integrity and execution, enabling trustless automation for high-stakes applications.
06
End-to-End Security Audits
Our delivery includes comprehensive audits of the full stack: circuit logic for soundness, smart contracts for vulnerabilities, and infrastructure for resilience. We follow formal verification practices.
benefits
DELIVERABLES & GUARANTEES
Business Outcomes for Your AI Product
Our Zero-Knowledge AI Model Verification service delivers concrete, measurable results that accelerate your product roadmap and build market trust.
01
Proven Model Integrity
Publicly verifiable ZK proofs that your model's inference outputs are generated by the exact, unaltered model you trained. Eliminates 'model swap' fraud and builds user confidence.
100%
Tamper-Proof
On-Chain
Verification
02
Faster Time-to-Market
Pre-built ZK circuits for common ML frameworks (TensorFlow, PyTorch) and custom circuit development for proprietary models. Deploy verifiable AI in weeks, not months.
2-4 weeks
Integration
Pre-Built
Circuits
03
Reduced Operational Risk
Formally verified ZK circuits and smart contracts audited by leading security firms. Ensure your verification layer is as robust as your core AI.
Formal
Verification
Third-Party
Audits
04
Competitive Market Advantage
Differentiate your AI product with transparent, trustless verification. Attract enterprise clients and regulated industries that demand provable fairness and compliance.
Enterprise
Readiness
Regulatory
Alignment
05
Optimized On-Chain Costs
Gas-efficient proof verification contracts and circuit optimization to minimize the cost of submitting and verifying proofs on Ethereum L2s and other EVM chains.
< $0.10
Avg. Verify Cost
EVM/L2
Compatible
ZKML Verification Solutions
Structured Development Tiers
Compare our service packages for developing and deploying verifiable AI models on-chain, from proof-of-concept to production-grade systems.
| Core Deliverables | Proof of Concept | Production Ready | Enterprise Scale |
|---|---|---|---|
Custom ZK Circuit Design | |||
Model-to-Circuit Compilation | Basic (1-2 layers) | Full (CNN/Transformer) | Full + Custom Ops |
On-Chain Verifier Contract | Single Chain (Testnet) | Multi-Chain (Mainnet) | Multi-Chain + Upgradable |
Proof Generation SDK/API | Python CLI Tool | REST API + SDKs | Managed API + Client Libraries |
Performance Optimization | Basic (≤ 30s proof) | Advanced (≤ 5s proof) | Bespoke (Sub-second target) |
Security Audit | Internal Review | Third-Party Audit Report | Third-Party Audit + Formal Verification |
Deployment & Integration Support | Documentation | Hands-on Support | Dedicated Engineer |
Ongoing Maintenance & Updates | Ad-hoc | 6-Month SLA | 12-Month SLA with 24/7 Support |
Typical Timeline | 4-6 weeks | 8-12 weeks | Custom (12+ weeks) |
Investment Range | $50K - $100K | $150K - $300K | Custom Quote |
how-we-deliver
PROVEN METHODOLOGY
Our ZK-AI Development Process
A systematic, security-first approach to building verifiable AI systems. We deliver production-ready ZK-AI models with clear audit trails and measurable performance.
01
Model Architecture & Feasibility Analysis
We assess your AI model's architecture for ZK-circuit compatibility, identifying computational bottlenecks and outlining the optimal proving strategy to minimize verification costs and latency.
2-5 days
Initial Assessment
> 90%
Model Compatibility
02
Circuit Design & ZKP Implementation
Our engineers translate your model logic into optimized Zero-Knowledge circuits using industry-standard frameworks like Circom or Halo2, ensuring correctness and efficient proof generation.
Circom/Halo2
Framework
Gas-Optimized
Circuit Design
03
On-Chain Verification Smart Contracts
We develop and audit custom Solidity verifier contracts that securely validate ZK proofs on-chain, enabling trustless verification of AI inference results for your dApp.
OpenZeppelin
Security Standard
Full Audit
Contract Safety
04
Integration & Performance Optimization
We integrate the complete ZK-AI stack into your application, optimizing proof generation speed and gas costs for production workloads, and provide comprehensive documentation.
< 2 sec
Proof Gen Target
4-6 weeks
Avg. Timeline
use-cases
ZK-PROVEN AI IN PRODUCTION
Target Applications and Industries
Our Zero-Knowledge AI Model Verification service delivers provable trust for AI systems across high-stakes industries, enabling verifiable claims without exposing proprietary data or logic.
01
DeFi & On-Chain Trading
Prove the integrity of AI-driven trading strategies and risk models. Enable transparent, auditable execution for algorithmic trading bots, lending protocols, and portfolio managers while keeping core IP confidential.
Sub-second
Proof Generation
ZK-SNARKs
Proof System
02
Healthcare & Medical Diagnostics
Verify AI diagnostic models for regulatory compliance and patient trust. Generate cryptographic proofs that model outputs adhere to certified training data and approved clinical guidelines, enabling audit trails for FDA submissions.
HIPAA/GDPR
Compliance Ready
FHE-Compatible
Data Privacy
03
Supply Chain & Logistics
Authenticate AI-driven predictions for demand forecasting and route optimization. Provide immutable proof that logistics decisions (inventory, shipping) were made by validated, un-tampered models, reducing disputes and fraud.
99.9%
Model Integrity SLA
Plonk/Groth16
Audit Framework
04
Content Moderation & Trust & Safety
Demonstrate consistent, unbiased AI content moderation. Generate ZK proofs that moderation decisions (flagging, filtering) comply with published platform policies, building user trust and mitigating legal risk.
Real-time
Proof Verification
Open-Source
Circuit Libraries
05
Insurance & Risk Assessment
Enable transparent AI for claims processing and underwriting. Create verifiable attestations that risk scores and payout calculations are derived from fair, compliant models, satisfying regulators and policyholders.
Auditable
Decision Trail
Circom/Halo2
Circuit Development
06
Gaming & Generative AI
Prove fair RNG and unique AI-generated assets. Use ZK proofs to verify that in-game loot, NFT attributes, or generative art outputs are produced by the promised, unaltered AI model, ensuring provable scarcity and fairness.
< 100ms
On-Chain Verify
ERC-6551/721
NFT Integration
ZK AI Verification
Frequently Asked Questions
Common questions from CTOs and technical leaders about developing verifiable AI with zero-knowledge proofs.
From initial design to production-ready deployment, a standard project takes 6-10 weeks. This includes 1-2 weeks for architecture design, 3-5 weeks for circuit development and model integration, and 2-3 weeks for testing, auditing, and deployment. Complex models or custom consensus mechanisms can extend this timeline.
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