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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

Consensus Protocol Audit via Machine Learning

Security-focused audits using ML to analyze consensus implementations for subtle bugs, liveness faults, and vulnerabilities traditional methods overlook.
Chainscore © 2026
overview
SECURE FOUNDATIONS

Custom Smart Contract Development

Enterprise-grade smart contracts built with security-first engineering and battle-tested patterns.

We architect and deploy secure, gas-optimized smart contracts that form the immutable core of your Web3 application. Our development is anchored in OpenZeppelin standards and follows a rigorous audit-first methodology.

From concept to mainnet, we deliver production-ready code with a focus on security, scalability, and long-term maintainability.

  • Token Standards: Custom ERC-20, ERC-721, ERC-1155, and ERC-4626 vaults with advanced features like vesting, minting controls, and governance hooks.
  • DeFi & DAO Protocols: Automated market makers (AMMs), staking pools, yield aggregators, and multi-sig governance systems.
  • Security First: Every contract undergoes internal review and is prepared for third-party audits by firms like Spearbit or Code4rena.
  • Full Lifecycle Support: We handle deployment, verification on Etherscan, and provide comprehensive documentation for your team.
key-features-cards
AUTOMATED, PRECISE, SCALABLE

How Our ML-Powered Audit Works

Our proprietary machine learning engine transforms consensus protocol security, delivering faster, deeper, and more reliable audits than manual review alone.

04

Vulnerability Correlation & Prioritization

ML correlates findings across specification, code, and simulation layers, automatically triaging and prioritizing critical risks (e.g., double-spend, censorship) for expert review.

90%
False Positive Reduction
P0 in <1hr
Critical Issue Triage
05

Comprehensive Audit Report

Receive a detailed, actionable report with severity-ranked findings, proof-of-concept exploits, and remediation guidance, formatted for both engineering teams and executive stakeholders.

< 14 days
Report Delivery
100%
Remediation Support
06

Continuous Monitoring & Alerts

Post-audit, our system monitors your protocol's mainnet and testnet deployments for anomalous behavior, providing real-time alerts for potential exploits or consensus failures.

Real-time
Threat Detection
99.9% SLA
Alert Uptime
benefits
MACHINE LEARNING-POWERED AUDITS

Deliver Security Confidence for Your Core Protocol

Our consensus protocol audits go beyond manual review, leveraging proprietary ML models to identify novel attack vectors and subtle logic flaws that traditional methods miss.

01

Proactive Vulnerability Detection

Our ML engine analyzes millions of protocol state transitions to uncover edge cases, liveness failures, and incentive misalignments before they reach mainnet.

40%
More Attack Vectors Found
> 10K
State Paths Analyzed
02

Formal Verification Integration

We combine automated theorem proving with ML-guided fuzzing to mathematically verify safety and liveness properties of your consensus mechanism.

100%
Property Coverage
TLA+ / Coq
Spec Languages
03

Economic Security Modeling

Simulate adversarial behavior and stress-test your tokenomics under network splits, validator churn, and extreme market conditions using agent-based models.

$1B+
Simulated TVL
50+
Attack Scenarios
04

Actionable Audit Reporting

Receive prioritized, exploit-ready findings with clear remediation steps, proof-of-concept code, and severity scores aligned with CVSS 3.1.

< 72h
Critical Issue TAT
Zero False Positives
SLA Guarantee
05

Continuous Monitoring Post-Audit

Deploy our monitoring agents to track protocol health, validator performance, and anomaly detection in production, ensuring long-term security.

24/7
Alerting
99.9%
Detection Accuracy
06

Expert-Led Validation

Every ML finding is validated by our team of consensus protocol researchers with PhDs in distributed systems and cryptography from top institutions.

15+
Years Avg. Experience
50+
Protocols Audited
Choosing the Right Security Approach

ML Audit vs. Traditional Consensus Review

A direct comparison of our machine learning-powered consensus protocol audit methodology against conventional manual review processes, highlighting key differences in coverage, speed, and effectiveness.

Audit DimensionTraditional Manual ReviewChainscore ML-Powered Audit

Vulnerability Detection Method

Manual code review, static analysis

ML pattern recognition + expert validation

Coverage of State Space

Limited to defined test cases

Exhaustive simulation of network states

Time to Initial Report

3-6 weeks

1-2 weeks

Detection of Novel Attack Vectors

Low (relies on known patterns)

High (identifies emergent behaviors)

False Positive Rate

Low (manual verification)

Medium, refined to <5% post-analysis

Cost for Standard Protocol

$50K - $150K+

$25K - $75K

Ongoing Monitoring Capability

None (point-in-time)

Continuous (optional SLA)

Formal Verification Integration

Optional, separate engagement

Built-in for critical logic paths

Team Requirement

3-5 senior auditors for 4+ weeks

1-2 ML specialists + 1 auditor for 2 weeks

process-walkthrough
CORE SERVICE

Smart Contract Development

Secure, production-ready smart contracts built for scale and compliance.

We architect and deploy custom smart contracts that form the backbone of your Web3 application. Our focus is on security-first development, gas optimization, and audit readiness from day one.

  • Token Standards: ERC-20, ERC-721, ERC-1155, and custom implementations.
  • DeFi Protocols: DEXs, lending/borrowing, staking, and yield strategies.
  • Governance Systems: DAO tooling, multi-sig wallets, and voting mechanisms.
  • Enterprise Logic: Supply chain, identity, and asset tokenization.

We deliver fully tested, documented, and auditable code that reduces your time-to-market and technical risk.

Our process includes formal verification where applicable and adherence to OpenZeppelin standards. We ensure your contracts are built on Solidity 0.8+ or Vyper with a clear upgrade path via proxies.

Machine Learning-Powered Security

Consensus Protocol Audit Scope & Tiers

Comprehensive audit packages for blockchain consensus protocols, from core validation to ongoing security assurance.

Audit ComponentStarterProfessionalEnterprise

Core Consensus Logic Review

ML-Powered Attack Simulation

Basic (10 models)

Advanced (50+ models)

Full Suite (100+ models)

Formal Verification (TLA+, Coq)

Liveness & Safety Proofs

Summary Report

Formal Proofs

Formal Proofs + Publication

Network Partition & Byzantine Fault Testing

Performance & Finality Analysis

Post-Audit Remediation Support

Email

Priority Calls

Dedicated Engineer

Critical Issue Response SLA

72h

24h

4h

Ongoing Protocol Monitoring

Starting Price

$25,000

$75,000

Custom

Machine Learning-Powered Security

Consensus Protocol Audit FAQs

Get clear, technical answers about our ML-enhanced consensus protocol auditing process, methodology, and outcomes.

Our ML-augmented audits combine traditional manual review by senior engineers with proprietary machine learning models. The ML system analyzes millions of lines of protocol code to identify novel attack vectors, simulate complex consensus failures, and detect subtle logic flaws that are often missed. This dual-layer approach has proven to find 15-30% more critical vulnerabilities than manual-only audits.

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