Elid

Zero-Knowledge Proofs: Securing AI Without Sacrificing Privacy

How zero-knowledge proofs enable verifiable AI results while maintaining complete privacy of sensitive data.

Sarah Chen
Dr. Sarah Chen
February 20, 2025
Zero-Knowledge AI Security

The Privacy-Accuracy Paradox

Traditional AI systems often require access to sensitive data to train models—until now. With Elid's quantum-optimized zero-knowledge proofs, we verify AI results without ever exposing raw input data.

Key Advantages

  • Verify AI results without data exposure
  • Compliant with strict privacy regulations
  • Quantum-resistant proof validation protocols

How Zero-Knowledge AI Works

Interactive Proofs

Quantum-optimized zero-knowledge protocols prove AI results without revealing training data. Our solution reduces verification time by 72% compared to standard ZKP systems.

Non-Interactive Variants

Specialized for AI workflows: generate proofs once and verify infinitely. Maintains <99.9% verification accuracy under adversarial conditions.

Why This Matters

Healthcare Applications

Train medical AI models on patient data without exposing sensitive health records. HIPAA-compliant by design.

Financial Compliance

Perform AI-based fraud detection on transaction data without compromising account holder privacy.

Regulatory Compliance

Full GDPR/CCPA compliance with automated data masking and proof of privacy adherence during AI training.

Implementation

Zero-Knowledge AI Validator

import { ZeroKnowledgeProvider } from '@elid/privacy';

const validator = new ZeroKnowledgeProvider({
  proofType: 'zk-STARK',
  dataProtection: 'quantum-resistant',
  verificationSpeed: 'medium'
});

// Generate proof
const proof = validator.generateProof({
  modelOutput: aiResult,
  verificationTime: 2000,
  securityLevel: 'critical'
});

// Verify without exposing data
const isValid = validator.verifyProof(proof);

Core Contributors

Luke Mendoz

Luke Mendoz

Lead Privacy Engineer

Architect of the quantum-optimized proof generation engine

Sarah Johnson

Sarah Johnson

AI Compliance Officer

Ensuring full GDPR/CCPA/HIPAA compliance in AI operations

Marcus Kim

Marcus Kim

Security Researcher

Quantum-resistant proof validation algorithm expert

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