Free 30-min Web3 Consultation
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Custom DeFi Protocol Development
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Full-Stack Web3 dApp Development
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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

Federated Learning with Blockchain Verification

We build secure, compliant platforms for multi-institutional clinical research. Our solutions enable collaborative AI model training while providing an immutable, verifiable ledger of all data contributions and model updates, ensuring data integrity and auditability.
Chainscore © 2026
overview
CORE SERVICE

Smart Contract Development

Secure, production-ready smart contracts built by Web3 experts to power your protocol.

We architect and deploy audit-ready smart contracts for DeFi, NFTs, and enterprise applications. Our development process integrates formal verification and comprehensive testing to ensure security and reliability before mainnet launch.

  • Custom Logic: Build on ERC-20, ERC-721, ERC-1155, or bespoke standards.
  • Gas Optimization: Achieve up to 40% lower transaction costs through efficient code patterns.
  • Security First: Adhere to OpenZeppelin standards and implement multi-signature controls.

From initial concept to mainnet deployment, we manage the full lifecycle with transparent communication and milestone-based delivery.

Our team delivers:

  • Production Audits: Partner with leading firms like CertiK and Quantstamp.
  • Upgradeable Architecture: Implement Proxy Patterns (UUPS, Transparent) for seamless future upgrades.
  • Full Documentation: Complete technical specs and user guides for your team and community.
key-features-cards
ENTERPRISE-GRADE FEDERATED LEARNING INFRASTRUCTURE

Core Technical Capabilities We Deliver

We build verifiable, privacy-preserving machine learning systems that deliver production-ready results. Our full-stack approach combines cutting-edge cryptography with battle-tested blockchain infrastructure.

06

Production Monitoring & SLAs

Enterprise-grade monitoring for model performance, node participation, and system health. Guaranteed 99.9% uptime for coordination layer and verification services.

99.9%
Uptime SLA
24/7
Monitoring
benefits
PROVEN RESULTS

Business Outcomes for Your Research Organization

Move from experimental proof-of-concepts to production-ready, verifiable AI models. Our federated learning platform with blockchain verification delivers measurable improvements in research integrity, collaboration, and operational efficiency.

01

Accelerated Research Cycles

Deploy a secure, multi-party training environment in under 2 weeks. Our templated infrastructure eliminates months of DevOps overhead, allowing your team to focus on model development and hypothesis testing.

< 2 weeks
Deployment Time
80%
Faster Setup
02

Unbreakable Data Provenance

Every model update and contribution is immutably logged on-chain. Provide regulators, partners, and publishers with cryptographic proof of data lineage, model versioning, and contributor attribution.

100%
Audit Trail
Zero Trust
Verification Model
03

Monetize Research Assets

Tokenize and license verified model checkpoints, datasets, or inference APIs. Create new revenue streams by securely commercializing research outputs with transparent, automated royalty distribution.

ERC-1155
Asset Standard
Automated
Royalty Splits
04

Global Consortium Readiness

Onboard institutional partners with confidence. Role-based access, GDPR/CCPA-compliant data isolation, and verifiable compute integrity are built-in, simplifying legal and technical governance for multi-organization projects.

GDPR/CCPA
Compliance Built-in
Fine-Grained
Access Control
05

Reduce Infrastructure Overhead

Eliminate the cost and complexity of managing disparate FL frameworks, security layers, and audit systems. Our managed platform provides a single SLA-backed environment for the entire research lifecycle.

99.9%
Platform Uptime SLA
40%
Lower TCO
Structured Deployment for Federated Learning Systems

Phased Implementation Tiers

Compare our modular service tiers designed to match your project's scale, from initial proof-of-concept to enterprise-grade production.

CapabilityProof-of-ConceptProduction-ReadyEnterprise Scale

Federated Learning Node Setup

2
5

Unlimited

Blockchain Verification Layer

Testnet Only

Mainnet (1 Chain)

Multi-Chain (3+)

Smart Contract Audit Scope

Core Logic

Full System

Full System + Upgrades

Model Aggregation & Validation

Basic

Advanced (Differential Privacy)

Custom (FHE/ZKP Options)

Data Provenance & Integrity

Real-time Performance Dashboard

SLA & 24/7 Incident Response

Business Hours

24/7 (<1h response)

Compliance Reporting (GDPR/HIPAA)

Custom Integration Support

Documentation

Guided

Dedicated Engineer

Estimated Timeline

4-6 weeks

8-12 weeks

12+ weeks

Starting Price

$25K

$80K

Custom Quote

how-we-deliver
PROVEN FRAMEWORK

Our Delivery Methodology

Our structured, four-phase approach ensures your federated learning system is secure, verifiable, and production-ready. We focus on delivering auditable ML models with tamper-proof integrity on-chain.

01

Architecture & Protocol Design

We design a custom federated learning architecture with on-chain verification, selecting optimal consensus mechanisms (e.g., Proof-of-Learning) and privacy-preserving aggregation protocols for your use case.

2-3 weeks
Design Phase
3+ Protocols
Evaluated
02

Smart Contract & Verification Layer

Development of immutable smart contracts for model commitment, result submission, and incentive distribution. We implement zero-knowledge proofs or commit-reveal schemes for privacy and verifiability.

100%
On-Chain Audit
Solidity 0.8+
Code Standard
03

Federated Client & Aggregation Server

Build and containerize secure client applications for data contributors and a robust, fault-tolerant aggregation server. We implement differential privacy and secure multi-party computation where required.

Kubernetes
Deployment
TLS 1.3
Encryption
04

Integration, Audit & Deployment

Full integration of on and off-chain components, followed by a comprehensive security audit of the entire system. We manage the deployment to your chosen cloud or blockchain network with full documentation.

< 4 weeks
To Production
SLA Backed
99.9% Uptime
security-compliance
CORE SERVICE

Smart Contract Development

Secure, production-ready smart contracts built by Web3-native engineers.

We architect and deploy custom smart contracts that form the foundation of your protocol. Our development process ensures security-first code and gas-optimized execution from day one.

Deploy with confidence using battle-tested patterns and comprehensive audit support.

  • Protocols & Standards: ERC-20, ERC-721, ERC-1155, ERC-4626, and custom logic.
  • Security Foundation: Built with OpenZeppelin libraries and formal verification practices.
  • Deliverables: Production-ready code, deployment scripts, and technical documentation.

We focus on long-term maintainability. Every contract includes upgradeability patterns (Transparent Proxy, UUPS) and is structured for easy future iteration by your team.

Federated Learning with Blockchain Verification

Frequently Asked Questions

Get clear answers on how we deliver secure, verifiable machine learning models for your business.

A standard implementation with a single model and 3-5 data silos takes 4-6 weeks from kickoff to production. This includes architecture design, smart contract development, on-chain verification setup, and integration with your existing data pipelines. More complex multi-model systems or custom consensus mechanisms can extend to 8-12 weeks.

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