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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

Layer 3 Hyper-Scalable Model Serving

Architect and deploy custom Layer 3 blockchain stacks optimized for ultra-low-latency, high-throughput serving of AI models to your applications.
Chainscore © 2026
overview
FULL-STACK INFRASTRUCTURE

Custom Blockchain Development

End-to-end blockchain solutions from protocol design to mainnet deployment.

We architect and build production-grade blockchain systems tailored to your specific use case. Our full-cycle development delivers custom sidechains, L2 rollups, and application-specific chains with 99.9% uptime SLAs and enterprise-grade security.

  • Core Protocol Design: Consensus mechanisms, tokenomics, and governance models.
  • Smart Contract Suites: Audited Solidity/Rust contracts for DeFi, NFTs, and DAOs.
  • Node Infrastructure: Managed validators, RPC endpoints, and indexers.
  • Mainnet Launch: Full support for deployment, monitoring, and ongoing upgrades.

Reduce your time-to-market from months to weeks with our battle-tested development frameworks and deployment pipelines.

key-features-cards
ARCHITECTED FOR SCALE

Core Technical Capabilities

Our Layer 3 hyper-scalable model serving platform is engineered for production-grade AI inference, delivering the performance, security, and reliability required by the most demanding Web3 applications.

01

High-Performance Inference Engine

Optimized AI model serving with sub-second latency for real-time on-chain applications. Built on a horizontally scalable architecture to handle millions of requests per day.

< 500ms
P95 Latency
10k+ TPS
Peak Throughput
02

Secure Multi-Model Orchestration

Seamlessly deploy and manage multiple AI models (LLMs, SLMs, custom models) within a single, secure environment. Supports model versioning, A/B testing, and automatic failover.

Zero-Trust
Security Model
99.9% SLA
Model Uptime
03

On-Chain Verifiable Provenance

Every inference request and model output is cryptographically signed and anchored to the blockchain, providing immutable audit trails and proof of execution for decentralized applications.

ZK-Proofs
Verification
Immutable Logs
Audit Trail
04

Cost-Optimized Infrastructure

Dynamically allocates compute resources across CPU, GPU, and specialized AI accelerators to minimize inference costs while maintaining strict performance SLAs.

Up to 60%
Cost Reduction
Auto-Scaling
Resource Mgmt
05

Developer-First Tooling & APIs

Comprehensive REST and WebSocket APIs with full SDK support (Python, JS, Go). Includes monitoring dashboards, logging, and analytics for seamless integration.

< 1 Hour
Integration Time
Full SDKs
Language Support
06

Enterprise-Grade Security & Compliance

SOC 2 Type II compliant infrastructure with end-to-end encryption, private VPC deployment options, and regular third-party security audits by firms like Trail of Bits.

SOC 2 Type II
Compliance
VPC & On-Prem
Deployment
benefits
SCALE WITH CONFIDENCE

Business Outcomes for Your AI Product

Our Layer 3 hyper-scalable model serving infrastructure delivers measurable business impact, from accelerated time-to-market to predictable operational costs.

01

Predictable, Low-Cost Inference

Eliminate unpredictable cloud bills with our dedicated, gas-optimized L3. Achieve sub-cent inference costs with transparent, on-chain billing and no hidden fees.

< $0.01
Avg. Inference Cost
60%
Cost Reduction vs. Cloud
02

Enterprise-Grade Reliability

Deploy mission-critical AI with confidence. Our infrastructure guarantees 99.9% uptime SLA, automated failover, and zero-downtime model updates for continuous service.

99.9%
Uptime SLA
< 50ms
P99 Latency
03

Rapid Model Deployment

Go from model training to global, scalable serving in days, not months. Our standardized pipelines and pre-built adapters for PyTorch/TensorFlow/JAX slash development cycles.

< 72 hours
To Production
1-Click
Model Rollout
04

Proven Web3 Security

Leverage battle-tested blockchain security for your AI workloads. Every component is built with OpenZeppelin patterns and undergoes regular third-party audits.

100%
Audit Coverage
Zero
Critical Vulnerabilities
05

Elastic, On-Demand Scaling

Handle viral growth or scheduled peaks without manual intervention. Our system auto-scales from zero to millions of daily inferences based on real-time demand.

10,000+
TPS Capacity
< 1 sec
Scale Response
06

Seamless Web2/Web3 Integration

Serve users across both traditional and decentralized ecosystems. Our APIs provide unified access, whether requests come from a mobile app or a smart contract.

REST & RPC
Dual APIs
< 100ms
Cross-Chain Sync
Infrastructure Decision Matrix

Build vs. Buy: Dedicated L3 vs. Generic Smart Contracts

A technical and economic comparison for CTOs evaluating infrastructure strategies for hyper-scalable model serving. Quantifies the trade-offs between custom development and a managed, dedicated Layer 3 solution.

Critical FactorBuild Generic Smart ContractsBuy Chainscore Dedicated L3

Time to Production Launch

6-12+ months

4-8 weeks

Upfront Development Cost

$250K - $750K+

$0 (Service Model)

Security Posture & Audit Burden

High (Your team's responsibility)

Inherited (Pre-audited, battle-tested core)

Model Inference Throughput (TPS)

100 - 1,000 TPS (VM-limited)

10,000+ TPS (Hyper-scalable L3)

Predictable Operational Cost

Variable (DevOps, node ops, gas)

Fixed Monthly Fee + Usage

Cross-Chain Settlement & Liquidity

Manual bridging, fragmented

Native, programmable cross-chain messaging

Team Composition Required

5-10+ Senior Blockchain Engineers

1-2 Integration Engineers

Recurring Maintenance & Upgrades

Significant ongoing overhead

Fully managed by Chainscore

Time to First Inference Transaction

Months (after dev complete)

Days (post-integration)

Total Cost of Ownership (Year 1)

$500K - $1.2M+

$120K - $300K

how-we-deliver
PROVEN METHODOLOGY

Our Development & Deployment Process

A streamlined, security-first approach to building and launching your L3 application. We focus on rapid iteration and production readiness from day one.

01

Architecture & Design Sprint

We define your L3's core logic, data availability strategy, and interoperability requirements in a collaborative 1-week sprint. This ensures a scalable foundation aligned with your business goals.

1 Week
Design Sprint
100%
Requirements Locked
02

Smart Contract Development

Our engineers build your custom L3 settlement and execution logic in Solidity 0.8+ or Rust, utilizing battle-tested libraries like OpenZeppelin and rigorous internal testing patterns.

Solidity 0.8+
Language
OpenZeppelin
Security Base
03

Security & Audit Integration

Every codebase undergoes automated analysis, formal verification, and a peer review process. We prepare for and manage third-party audits with firms like Spearbit or CertiK.

Formal Verification
Method
Pre-Audit Ready
Deliverable
04

Testnet Deployment & Staging

We deploy your L3 to a dedicated testnet environment (e.g., Sepolia, Holesky) for integration testing, load simulation, and user acceptance before mainnet launch.

< 48 Hours
Deployment Time
Full CI/CD
Pipeline
05

Mainnet Launch & Monitoring

We execute the production deployment with zero-downtime strategies and establish 24/7 monitoring for sequencer health, bridge security, and on-chain activity.

99.9% SLA
Sequencer Uptime
24/7
Health Monitoring
06

Ongoing Support & Scaling

Post-launch, we provide operational support, performance optimization, and guidance on scaling your L3's throughput and feature set as user demand grows.

Dedicated SRE
Support
Proactive Scaling
Strategy
Model Serving Tiers

Technical Specifications & Performance Targets

Compare our tiered infrastructure solutions for AI model inference, optimized for different stages of growth and enterprise requirements.

SpecificationStarterProfessionalEnterprise

Max Concurrent Models

Up to 5

Up to 25

Unlimited

Inference Throughput (RPS)

Up to 1,000

Up to 10,000

50,000+

P99 Latency Target

< 500ms

< 200ms

< 100ms

Model Autoscaling

Custom GPU Provisioning

Pre-defined Tiers

Fully Custom

Dedicated Chain Support

Shared Layer 3

1 Dedicated Chain

Multi-Chain Network

Data Privacy & Isolation

Standard

Enhanced (VPC)

Full Sovereign

SLA Uptime Guarantee

99.5%

99.9%

99.99%

Incident Response Time

Business Hours

< 2 Hours

< 15 Minutes

Infrastructure Cost (Est. Monthly)

From $2K

From $15K

Custom Quote

Layer 3 Model Serving

Frequently Asked Questions

Get clear answers on our development process, timelines, and support for building hyper-scalable AI inference on Layer 3 blockchains.

We deliver production-ready, custom Layer 3 model serving infrastructure in 4-8 weeks from kickoff. A standard timeline includes: Week 1-2 for architecture design and smart contract specification; Week 3-5 for core development, integration, and initial testing; Week 6-7 for rigorous security audits and stress testing; Week 8 for deployment and handover. Complex integrations (e.g., custom ZK-circuits) may extend this by 1-2 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
Layer 3 AI Model Serving | Chainscore Labs | ChainScore Guides