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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

AI Model Intellectual Property Verification

Deploy custom oracle networks that cryptographically attest to the provenance, versioning, and authorized use of proprietary AI models on-chain. Protect developer IP and power compliant model licensing.
Chainscore © 2026
overview
CORE SERVICE

Custom Smart Contract Development

Secure, production-ready smart contracts built to your exact specifications and audited for deployment.

We architect and deploy custom Solidity/Rust smart contracts that form the backbone of your Web3 product. Our development process is built for security-first deployment and gas optimization, ensuring your logic is both robust and cost-effective to execute.

  • End-to-End Development: From initial specification and architecture to final deployment on mainnet.
  • Security Audits: All contracts undergo rigorous internal review and can be prepared for third-party audits from firms like OpenZeppelin or CertiK.
  • Protocol Integration: Seamless integration with standards like ERC-20, ERC-721, and cross-chain bridges.

We deliver battle-tested contracts with documented code and a clear upgrade path, reducing your technical debt and time-to-market.

key-features-cards
PROVEN TECHNOLOGY

Core Capabilities of Our IP Verification Oracles

Our oracles provide the foundational trust layer for AI model provenance, delivering verifiable, on-chain attestations that protect intellectual property and enable new commercial models.

02

Real-Time Inference Verification

Oracle nodes cryptographically verify that a deployed model's output matches its registered on-chain fingerprint. Prevents model poisoning, unauthorized modifications, and ensures inference integrity.

Cryptographic
Proof
Real-Time
Verification
03

Royalty & Licensing Automation

Programmable smart contracts that automatically execute license terms and distribute royalties based on verifiable model usage data from our oracles. Enables pay-per-use and revenue-sharing models.

Automated
Payouts
Transparent
Tracking
04

Cross-Chain & Multi-Model Attestation

Support for registering and verifying model ensembles or pipelines across multiple blockchains. Our oracles maintain consistency, allowing composite IP to be managed as a single asset.

Multi-Chain
Compatible
Ensemble
Support
05

Decentralized Dispute Resolution

A staking and slashing mechanism where oracle nodes reach consensus on verification challenges. Provides a trust-minimized, automated system for adjudicating IP claims without centralized courts.

Staking-Based
Security
Automated
Resolution
benefits
TANGIBLE RESULTS

Business Outcomes: From IP Protection to New Revenue

Our AI Model Intellectual Property Verification service delivers concrete business value, securing your competitive edge and unlocking new monetization pathways.

01

Provable Model Provenance

Immutable on-chain verification of AI model authorship, training data lineage, and version history. Establishes indisputable ownership for licensing, fundraising, and legal defense.

100%
Tamper-Proof Record
Real-time
Verification
02

Secure Licensing & Royalty Streams

Automate and enforce commercial licensing terms with smart contracts. Enable pay-per-use, subscription, or revenue-share models with transparent, automated royalty distribution.

< 1%
Transaction Fee
Automated
Payouts
03

Enhanced Investor & Partner Confidence

Provide verifiable proof of IP integrity and unique model assets during due diligence. Accelerates funding rounds and strategic partnerships with transparent, auditable evidence.

Auditable
Due Diligence
On-Chain
Proof of Asset
05

Defense Against IP Theft & Plagiarism

Create a cryptographic fingerprint for your model. Instantly detect unauthorized derivatives or copies by comparing on-chain hashes, providing a foundation for legal recourse.

Instant
Plagiarism Check
Court-Admissible
Evidence
06

Compliance & Audit Trail

Maintain a permanent, verifiable record of model development and usage for regulatory compliance (GDPR, AI Act). Simplify audits with a transparent, immutable history.

Immutable
Audit Trail
Regulatory
Readiness
Structured Rollout

Implementation Phases for AI Model IP Verification

A phased approach to deploying on-chain AI model verification, from initial proof-of-concept to full-scale production.

Verification CapabilityProof-of-ConceptPilot DeploymentProduction Scale

On-Chain Model Hash Registration

IP Provenance & Lineage Tracking

Real-Time Inference Integrity Proofs

Multi-Chain Attestation (EVM/Solana)

Custom Integration Support

Basic

Standard

Dedicated

Implementation Timeline

2-4 weeks

4-8 weeks

8-12 weeks

Security Audit Scope

Architecture Review

Smart Contract Audit

Full Protocol Audit + Pen Test

Ongoing Monitoring & Alerts

Dashboard Access

SLA with 24/7 Support

Typical Engagement

$15K - $30K

$50K - $100K

Custom Quote

how-we-deliver
A PROVEN FRAMEWORK

Our Methodology: From Audit Trail to Active Enforcement

We deliver a complete, automated lifecycle for AI model IP protection, moving beyond passive documentation to active, on-chain governance and enforcement.

01

Immutable Audit Trail

We create a tamper-proof, timestamped ledger of your AI model's entire lineage. Every training dataset hash, code commit, and parameter adjustment is immutably recorded on-chain, providing indisputable proof of origin and development history.

Sub-Second
Timestamping
Arweave/IPFS
Storage Layer
02

Verifiable Attribution

Automatically generate cryptographic certificates of authenticity for each model version. These on-chain attestations link the final model artifact directly to its source components and contributors, enabling clear, automated royalty distribution and IP claims.

ERC-1155
Certificate Standard
ZK-Proofs
Optional Privacy
03

Automated License Enforcement

Encode commercial terms directly into smart contracts. Our system enables programmable revenue splits, usage-based billing, and automatic compliance checks for on-chain inference, ensuring license terms are executed without manual intervention.

Real-Time
Royalty Distribution
Custom Logic
License Terms
04

Active Infringement Monitoring

Our system continuously scans public model repositories and on-chain activity for potential IP violations. We use similarity detection and provenance tracing to identify unauthorized derivatives or uses, triggering automated alerts and evidence collection.

24/7
Monitoring
Automated
Evidence Logs
AI Model IP Verification

Build vs. Buy: Custom Oracle vs. Generic Solutions

A technical and economic comparison of developing a custom oracle for AI model verification in-house versus leveraging Chainscore's specialized service.

FactorBuild In-HouseGeneric OracleChainscore Custom

Time to Production

6-12 months

2-4 weeks

4-8 weeks

AI Model Integration Complexity

High (Custom R&D)

Low (Generic Feeds)

Low (Tailored Adapters)

On-Chain Verification Logic

Your team builds & audits

Fixed, immutable logic

Custom, audited logic

Data Source Security & Attestation

Your responsibility

Provider's standard

Multi-source attestation with proofs

Ongoing Maintenance & Updates

Full DevOps team required

Provider-managed, generic

Managed SLA with custom updates

Total First-Year Cost

$250K - $600K+

$10K - $50K

$75K - $200K

Audit & Security Posture

Requires multiple external audits

Depends on provider audit

Pre-audited framework + custom review

Scalability to New Models/Chains

Re-build for each case

Limited by provider roadmap

Built-in framework for expansion

Technical & Commercial Clarity

Frequently Asked Questions on AI Model IP Oracles

Get clear answers on how our AI Model Intellectual Property Verification oracles work, from deployment to security and integration.

Our oracle uses a multi-layered verification protocol. It cryptographically attests to the training data hash, model architecture signature, and deployment environment fingerprint. This data is anchored on-chain via a zero-knowledge proof, creating an immutable, publicly verifiable certificate of authenticity for each model inference request. We support verification for models from major frameworks like PyTorch, TensorFlow, and ONNX.

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
AI Model IP Verification | Chainscore Labs | ChainScore Guides