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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

Compliance-Focused Model Provenance Tracking

Deploy an immutable, privacy-preserving audit trail on blockchain to track AI model lineage, data sources, and training parameters. Satisfy stringent regulations like the EU AI Act without exposing your intellectual property.
Chainscore © 2026
overview
CORE SERVICES

Smart Contract Development

Secure, audited smart contracts built to your exact specifications.

We architect and deploy production-ready smart contracts for DeFi, NFTs, and enterprise applications. Our process ensures gas-optimized, upgradeable, and secure code from day one.

From a 2-week MVP to a complex multi-chain protocol, we deliver contracts that are built to last and scale.

  • Full Lifecycle Development: Design, implementation, testing, and deployment on EVM/Solana/Starknet.
  • Security First: Code reviews, formal verification, and audits using OpenZeppelin and Slither.
  • Key Deliverables: ERC-20/721/1155, custom DEX logic, staking systems, and governance modules.
key-features-cards
AUDITABLE, IMMUTABLE, SCALABLE

Core Capabilities of Our Provenance Tracking System

Our system delivers enterprise-grade provenance tracking with cryptographic guarantees, designed to meet stringent compliance requirements and scale with your business.

01

Immutable Data Lineage

Every model version, training dataset, and inference result is immutably recorded on-chain, providing a tamper-proof audit trail for regulators and stakeholders.

100%
Data Integrity
SEC Rule 17a-4
Compliant
02

Real-Time Compliance Monitoring

Automated, rule-based monitoring for data privacy (GDPR/CCPA), model bias, and usage policies. Receive instant alerts on compliance violations.

< 1 sec
Alert Latency
SOC 2 Type II
Certified
03

Cross-Chain Interoperability

Deploy provenance records across Ethereum, Polygon, and Avalanche to balance security, cost, and speed. Future-proof your compliance stack.

3+
Supported Chains
$0.01
Avg. Record Cost
04

Granular Access Control

Role-based permissions and zero-knowledge proofs enable selective data disclosure. Auditors see proof of compliance without exposing sensitive IP.

ZK-SNARKs
Privacy Tech
Fine-Grained
Permissioning
05

Automated Audit Reporting

Generate regulator-ready reports with one click. Our system aggregates on-chain proofs into standardized formats for FINRA, SEC, and internal audits.

80%
Faster Audits
PDF/JSON
Export Formats
06

Scalable On-Chain Storage

Leverage IPFS and Arweave for cost-effective, decentralized storage of large model artifacts, with on-chain hashes guaranteeing provenance.

PB-Scale
Storage Capacity
99.95%
Uptime SLA
benefits
DELIVERING TANGIBLE VALUE

Business Outcomes: From Compliance to Trust

Our compliance-focused provenance tracking translates technical features into measurable business results, building a foundation of trust with your users and regulators.

01

Regulatory Readiness & Audit Trails

Immutable, timestamped logs of all model training data, parameters, and deployment history. Meets FINRA, GDPR, and emerging AI Act requirements for explainability and data lineage.

100%
Immutable Audit Trail
SEC Rule 17a-4
Compliance Standard
02

Reduced Legal & Reputational Risk

Prove model provenance to mitigate IP disputes, bias allegations, and compliance violations. Automated documentation slashes manual reporting overhead and legal review cycles.

70%
Faster Audit Response
Zero
Documentation Gaps
03

Accelerated Model Governance

Streamline internal approvals and stakeholder sign-offs with a single source of truth for model lifecycle. Enforce policy controls and versioning directly within your ML pipeline.

50%
Faster Deployment
Role-Based
Access Controls
04

Enhanced Investor & Customer Trust

Transparent provenance becomes a competitive differentiator. Demonstrate responsible AI practices to enterprise clients, regulators, and funding partners, building long-term credibility.

Proven
Trust Signal
SOC 2 Type II
Aligned Framework
05

Operational Efficiency at Scale

Automate compliance reporting and model inventory management. Reduce manual overhead for data science and legal teams, freeing resources for core innovation.

90%
Report Automation
Centralized
Model Registry
06

Future-Proof Compliance Foundation

Built on adaptable, standards-based architecture (W3C Verifiable Credentials, DIDs) ready for evolving global AI regulations. Avoid costly re-engineering as laws change.

W3C VC
Open Standard
EU AI Act
Ready
Model Provenance Tracking

Build vs. Buy: The Chainscore Advantage

A clear comparison of the costs, risks, and time required to develop a compliant model provenance system in-house versus partnering with Chainscore Labs.

FactorBuild In-HouseChainscore

Time to Initial Deployment

6-12 months

4-8 weeks

Initial Development Cost

$250K - $600K+

$75K - $200K

Annual Maintenance Cost

$120K - $300K

Optional SLA from $50K

Regulatory Compliance (FATF, MiCA)

High Risk (Requires Specialist)

Built-in, Audited Framework

Security & Audit Readiness

High Risk (Unaudited Code)

Pre-audited, Battle-Tested Codebase

Team Requirements

3-5 Sr. Blockchain Devs + Legal

Single Point of Contact

Feature Updates & Protocol Support

Your Responsibility

Included in Maintenance

Integration Complexity

High (Custom API/Data Layer)

Low (Standardized SDK & APIs)

Total Cost of Ownership (3 Years)

$610K - $1.5M+

$225K - $500K

how-we-deliver
BUILDING TRUST INTO EVERY LINE OF CODE

Our Proven Delivery Methodology

We deliver compliant provenance tracking systems through a structured, security-first process. This ensures regulatory adherence, technical excellence, and rapid deployment for your Web3 applications.

01

Compliance-First Architecture

We design your provenance system from the ground up to meet specific regulatory frameworks (e.g., MiCA, FATF Travel Rule). Our architecture embeds compliance logic directly into the smart contract layer, creating an immutable, auditable record of asset origin and custody.

100%
Audit Coverage
ISO 27001
Security Framework
02

Smart Contract Development & Audit

Our team builds custom, gas-optimized smart contracts for provenance tracking using Solidity 0.8+ and OpenZeppelin libraries. Every contract undergoes a rigorous, multi-stage security audit by internal experts and third-party firms before deployment.

2+ Audits
Per Contract
Zero Critical
Vulnerability SLA
03

On-Chain Data Orchestration

We implement robust systems to ingest, verify, and anchor real-world asset data onto the blockchain. This includes secure oracle integration, cryptographic proof generation, and structuring data for efficient querying by regulators and end-users.

< 5 sec
Data Finality
99.9%
Oracle Uptime
04

Regulatory Reporting Portal

Deploy a secure, white-labeled dashboard that provides regulators with real-time, permissioned access to transaction provenance and compliance data. Features include automated report generation, audit trails, and role-based access control.

Pre-built
Compliance Templates
SOC 2 Type II
Data Handling
05

Integration & Deployment

We seamlessly integrate the provenance tracking system with your existing front-end, wallets, and custodial services. Our CI/CD pipelines ensure secure, zero-downtime deployments to mainnet, with comprehensive monitoring and alerting from day one.

< 3 weeks
Avg. Time to Live
24/7
SRE Support
06

Continuous Compliance Monitoring

Post-deployment, we provide ongoing monitoring of regulatory changes and smart contract activity. Our system automatically flags anomalies and generates evidence packs for audits, ensuring your platform remains compliant as laws evolve.

Real-time
Alerting
Quarterly
Compliance Reviews
Compliance-Focused Model Provenance Tracking

Frequently Asked Questions

Get clear answers on how we deliver immutable audit trails for AI/ML models to meet regulatory and enterprise standards.

A standard deployment for a single model lineage takes 2-3 weeks, from initial integration to production-ready tracking. Complex deployments involving multiple model types, cross-chain attestations, or custom compliance rule engines typically take 4-6 weeks. We provide a detailed project plan within the first 3 days of engagement.

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
Compliance-Focused Model Provenance Tracking | Chainscore Labs | ChainScore Guides