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.
Compliance-Focused Model Provenance Tracking
Smart Contract Development
Secure, audited smart contracts built to your exact specifications.
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.
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.
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.
Real-Time Compliance Monitoring
Automated, rule-based monitoring for data privacy (GDPR/CCPA), model bias, and usage policies. Receive instant alerts on compliance violations.
Cross-Chain Interoperability
Deploy provenance records across Ethereum, Polygon, and Avalanche to balance security, cost, and speed. Future-proof your compliance stack.
Granular Access Control
Role-based permissions and zero-knowledge proofs enable selective data disclosure. Auditors see proof of compliance without exposing sensitive IP.
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.
Scalable On-Chain Storage
Leverage IPFS and Arweave for cost-effective, decentralized storage of large model artifacts, with on-chain hashes guaranteeing provenance.
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.
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.
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.
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.
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.
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.
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.
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.
| Factor | Build In-House | Chainscore |
|---|---|---|
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 |
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.
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.
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.
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.
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.
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.
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.
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.
Get In Touch
today.
Our experts will offer a free quote and a 30min call to discuss your project.