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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

Privacy-Preserving AI Analysis for Confidential Provenance

Deploy AI models to verify NFT authenticity and provenance without exposing sensitive data, proprietary algorithms, or violating collector privacy. Built with zero-knowledge proofs and secure computation.
Chainscore © 2026
overview
FULL-STACK INFRASTRUCTURE

Custom Blockchain Development

End-to-end blockchain solutions from core protocol design to production-ready applications.

We architect and build custom blockchain networks, L2 solutions, and application-specific chains tailored to your exact requirements. Our full-stack development delivers production-ready systems in 6-12 weeks, not proof-of-concepts.

  • Protocol & Consensus: Design and implement custom consensus mechanisms (PoS, PoA, BFT) and economic models.
  • Smart Contract Layer: Secure, gas-optimized contracts in Solidity, Rust (Solana), or Move (Aptos/Sui).
  • Node Infrastructure: Deploy and manage high-availability validator nodes with 99.9% uptime SLAs.
  • Bridging & Interoperability: Build secure cross-chain bridges and messaging layers using Wormhole, LayerZero, or Axelar.

We don't just write code; we deliver audited, mainnet-ready blockchain systems that power your core business logic.

key-features-cards
ARCHITECTURE & DELIVERY

Core Technical Capabilities

Our privacy-preserving AI analysis platform is engineered for enterprise-grade security and performance, delivering actionable insights without compromising sensitive provenance data.

benefits
DELIVERING CONFIDENTIAL INTELLIGENCE

Business Outcomes for Your Platform

Our privacy-preserving AI analysis transforms raw on-chain provenance data into actionable, confidential intelligence, enabling data-driven decisions without exposing sensitive business logic or user information.

01

Compliance-Ready Data Analysis

Analyze transaction flows and asset provenance while maintaining full GDPR and CCPA compliance. Our zero-knowledge proofs and secure multi-party computation ensure user data is never exposed, even during analysis.

100%
Data Anonymization
0 PII Exposure
Guarantee
02

Real-Time Fraud & Risk Detection

Deploy ML models that detect anomalous patterns, wash trading, and Sybil attacks in real-time. Gain predictive insights into market manipulation without revealing your proprietary detection algorithms or risk thresholds.

< 100ms
Detection Latency
> 95%
Accuracy Rate
03

Enhanced User Insights & Personalization

Build detailed, privacy-first user profiles from on-chain behavior. Enable hyper-targeted experiences, loyalty programs, and product recommendations while keeping individual user data fully encrypted and inaccessible.

40%
Avg. Engagement Lift
Zero-Knowledge
Profile Building
04

Secure Cross-Chain Intelligence

Correlate provenance data across Ethereum, Solana, and Layer 2s to uncover sophisticated, cross-chain arbitrage or money laundering patterns. Maintain chain-agnostic analysis with a single, unified privacy layer.

10+
Networks Supported
E2E Encrypted
Data Correlation
05

Auditable & Verifiable Analytics

Generate cryptographically verifiable audit trails for all AI-driven insights. Prove the integrity and correctness of your analysis to regulators, auditors, or partners without disclosing the underlying sensitive input data.

Immutable Proofs
For All Outputs
SOC 2
Audit Framework
06

Monetize Data Without Selling It

Create new revenue streams by offering aggregated, anonymized market intelligence to institutional partners or researchers. Our technology allows you to sell insights, not data, preserving user trust and competitive advantage.

New Revenue Line
From Existing Data
Fully Compliant
Data Monetization
The Infrastructure Decision

Build vs. Buy: Confidential Provenance Analysis

Compare the total cost, risk, and time investment of developing a privacy-preserving AI analysis system in-house versus leveraging Chainscore's proven platform.

Key FactorBuild In-HouseChainscore Platform

Time to Production

6-12+ months

4-8 weeks

Initial Development Cost

$250K - $750K+

$50K - $150K

Core Expertise Required

ZK-SNARKs/STARKs, MPC, AI/ML, Blockchain

Integration Engineering

Security & Audit Overhead

High (unaudited, custom cryptography)

Low (pre-audited, battle-tested modules)

Ongoing Maintenance

Dedicated 3-5 person team

Fully managed service with optional SLA

Protocol & Tech Upkeep

Your responsibility

Handled by Chainscore (e.g., ZK lib updates)

Provenance Data Sources

Custom integrations required

Pre-built adapters for major chains & L2s

Total Cost of Ownership (Year 1)

$500K - $1.2M+

$80K - $200K

Implementation Risk

Very High

Low

how-we-deliver
END-TO-END DELIVERY

Our Development & Integration Process

A structured, security-first approach to integrating privacy-preserving AI into your confidential data workflows. We deliver production-ready systems, not just prototypes.

01

Architecture & Threat Modeling

We define your data flow, identify sensitive inputs, and design a system architecture that isolates raw data from AI analysis using secure enclaves or MPC frameworks. This upfront planning prevents costly refactoring later.

1-2 weeks
Design Phase
Zero-Trust
Security Model
02

Privacy-Preserving AI Model Integration

We adapt your existing ML models (or develop new ones) for confidential execution. This includes implementing Federated Learning, Homomorphic Encryption, or Secure Multi-Party Computation (MPC) to ensure raw data is never exposed.

TensorFlow/PyTorch
Framework Support
< 10%
Avg. Latency Overhead
03

On-Chain Provenance & Verification

We build the blockchain layer to immutably record AI inference results, data hashes, and model versions. Smart contracts provide tamper-proof audit trails, enabling verifiable provenance without leaking confidential details.

EVM & Solana
Chain Support
< $0.01
Avg. Tx Cost
04

Secure API & Client SDK Development

We deliver a hardened API gateway and client SDKs for seamless integration into your existing applications. Features include authentication, encrypted payload handling, and real-time result streaming.

REST & gRPC
API Protocols
99.95% SLA
API Uptime
05

Security Audit & Penetration Testing

Every component undergoes rigorous review. Our process includes smart contract audits, cryptographic review of privacy schemes, and infrastructure penetration testing to meet enterprise security standards.

Internal + 3rd Party
Audit Layers
OWASP Top 10
Compliance
06

Deployment & Ongoing Monitoring

We manage the deployment to your cloud (AWS/GCP/Azure) or on-premise infrastructure, followed by 24/7 monitoring of system health, anomaly detection in AI outputs, and blockchain sync status.

2-4 weeks
Prod Deployment
SLA-Backed
Infra Support
security-approach
CORE SERVICE

Smart Contract Development

Secure, production-ready smart contracts built to your exact specifications.

We architect and deploy custom smart contracts for DeFi, NFTs, DAOs, and enterprise applications. Our development process ensures gas-optimized, audited code that functions as intended under all conditions.

  • Full Lifecycle Support: From initial design and Solidity/Rust development to deployment, verification, and ongoing maintenance.
  • Security-First Approach: All contracts undergo rigorous internal review and are built with OpenZeppelin standards. We facilitate third-party audits with firms like CertiK and Quantstamp.
  • Measurable Outcomes: Achieve faster time-to-market with a typical MVP delivered in 2-4 weeks and 99.9% uptime SLA for core logic.

We don't just write code; we deliver the foundational, trustless logic that powers your Web3 product's value and security.

Privacy-Preserving AI Analysis

Frequently Asked Questions

Get clear answers on how we secure your confidential data while delivering actionable intelligence.

We use zero-knowledge machine learning (zkML) and fully homomorphic encryption (FHE) techniques. Your raw data (e.g., transaction logs, user activity) is encrypted on your infrastructure. Our AI models perform computations directly on the encrypted data, returning only the anonymized, aggregated insights (e.g., fraud patterns, provenance anomalies) without ever decrypting the sensitive source material.

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
Privacy-Preserving AI for NFT Provenance | Chainscore Labs | ChainScore Guides