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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

Protocol Failure Scenario Modeling

Build custom simulations of catastrophic DeFi failures—oracle attacks, governance exploits, contract bugs—to quantify potential losses and validate institutional response plans.
Chainscore © 2026
overview
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 secure, immutable backbone of your application. Our team specializes in Solidity and Rust, implementing battle-tested patterns from OpenZeppelin and rigorous security practices from day one.

  • Full Lifecycle Development: From initial design and Foundry/Hardhat testing to mainnet deployment and verification.
  • Security-First Approach: Multi-stage audits, formal verification, and gas optimization are standard.
  • Protocol Integration: Seamless connections to Uniswap V3, AAVE, and other major DeFi primitives.
  • Guaranteed Outcomes: Deliver a production-ready MVP in 3-4 weeks with a 99.9% uptime SLA for critical functions.
key-features-cards
QUANTITATIVE MODELING

Engineered for Institutional-Grade Risk Analysis

Move beyond qualitative checklists. Our scenario modeling platform delivers the quantitative, data-driven risk assessment required by institutional investors and protocol governance teams to make informed capital allocation decisions.

01

Multi-Vector Stress Testing

Simulate correlated failures across liquidity, oracle, and governance vectors under extreme market conditions. Model the cascading impact of a major CEX failure, oracle manipulation, or governance attack on your protocol's solvency.

50+
Pre-built Scenarios
Real-time
Parameter Updates
02

Monte Carlo Simulations

Run thousands of probabilistic simulations to quantify Value-at-Risk (VaR) and Expected Shortfall for your treasury or liquidity positions. Generate statistically significant confidence intervals for potential losses under black swan events.

10k+
Iterations per Run
95%
Confidence Level
03

Protocol-Specific Attack Trees

Deconstruct your smart contract architecture into failure modes using formalized attack trees. Identify single points of failure, privilege escalation paths, and economic attack surfaces unique to your protocol's design.

Automated
Tree Generation
OWASP
Framework Aligned
benefits
ACTIONABLE INSIGHTS

Quantifiable Outcomes for Risk & Engineering Teams

Our Protocol Failure Scenario Modeling delivers concrete, data-driven results that empower your teams to make informed decisions and build resilient systems.

01

Risk Exposure Quantification

Identify and quantify potential financial losses from protocol failures, including flash loan attacks, oracle manipulation, and governance exploits. We provide a detailed risk matrix with probability and impact scores.

>95%
Attack Vector Coverage
48 hrs
Risk Report Delivery
02

Smart Contract Resilience Score

Receive a proprietary resilience score (0-100) for your protocol's core logic, evaluating code quality, dependency risks, and economic security. This benchmark allows for objective prioritization of security upgrades.

0-100
Resilience Score
10+
Scoring Dimensions
03

Economic Attack Simulation

Model the precise capital requirements and profitability for attackers under various market conditions. Understand the break-even point for exploits to inform your treasury's security budget.

$ Value
Attack Cost Modeled
Real-time
Market Data Feeds
04

Remediation Roadmap

Get a prioritized, actionable list of fixes—from high-impact smart contract patches to parameter adjustments. Each recommendation is tied to a specific modeled failure scenario and estimated reduction in risk exposure.

P0-P3
Priority Triage
2 Weeks
Avg. Implementation
05

Post-Incident Analysis Framework

We equip your team with a repeatable framework to analyze real-world failures, map them to your modeled scenarios, and rapidly update your risk models. Turn incidents into institutional knowledge.

<24 hrs
Incident Analysis
Custom
Playbook Delivered
06

Regulatory & Audit Readiness

Generate comprehensive documentation of your risk assessment process and failure mitigations. This evidence-based approach satisfies internal audit requirements and demonstrates due diligence to regulators and partners.

100%
Process Documented
SOC 2
Framework Aligned
Comprehensive Risk Assessment Tiers

Our Scenario Modeling Framework: From Vector to Response

A structured comparison of our service levels for identifying, simulating, and mitigating protocol failure scenarios.

CapabilityBasic AnalysisAdvanced SimulationEnterprise Response

Protocol Threat Vector Identification

Smart Contract Vulnerability Modeling

Top 10 Risks

Custom & Historical

Custom & Historical

Economic Attack Simulation (e.g., Flash Loans)

Cross-Chain Contagion Scenario Modeling

Quantitative Risk Scoring & Reporting

Basic Score

Detailed Metrics & Dashboards

Real-time API + Dashboards

Mitigation Strategy Blueprint

High-Level Recommendations

Step-by-Step Action Plan

Step-by-Step Plan + Implementation Support

Post-Incident Forensic Analysis Support

Advisory

Guided Execution

Response Time for Critical Findings

72h

24h

< 6h (SLA)

Typical Engagement Scope

Single Protocol

Protocol + Key Integrations

Full Ecosystem Portfolio

Starting Price

$10K

$45K

Custom Quote

process-walkthrough
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 lifecycle includes comprehensive unit testing, gas optimization, and formal verification to ensure security and efficiency.

  • Custom Logic: Build on ERC-20, ERC-721, ERC-1155, or bespoke standards for DeFi, NFTs, and DAOs.
  • Security-First: Development follows OpenZeppelin patterns and undergoes peer review before external audit.
  • Full Lifecycle: We handle deployment, upgradeability planning with Transparent Proxy patterns, and mainnet verification.

Deliver a battle-tested, auditable codebase in 2-4 weeks for an MVP, accelerating your path to a secure mainnet launch.

Cost-Benefit Analysis

Build vs. Buy: Why Specialized Modeling Outperforms Internal Efforts

A direct comparison of the time, cost, and risk associated with developing protocol failure scenario modeling capabilities in-house versus partnering with Chainscore Labs.

FactorBuild In-HousePartner with Chainscore

Time to Initial Model

4-6 months

2-4 weeks

Team Composition Required

2-3 Senior Devs + 1 Quant Analyst

Dedicated Modeling Team

Coverage of Failure Modes

Limited to known scenarios

Comprehensive (Liquidity, Oracle, Governance, MEV)

Model Accuracy & Calibration

Requires extensive historical data

Pre-calibrated with on-chain data from 100+ protocols

Integration with Monitoring

Custom development required

Native integration with Chainscore Alerting

Ongoing Model Maintenance

Continuous team effort

Included in service (model updates)

Security Audit Overhead

Separate audit required

Models and logic pre-audited

Total First-Year Cost

$250K - $500K+

$75K - $200K

Key Risk

High (Untested models, talent retention)

Mitigated (Proven methodology, SLAs)

For CTOs and Technical Founders

Protocol Failure Modeling: Key Questions

Addressing the critical questions our enterprise clients ask before engaging our simulation and stress-testing services.

We employ a three-phase simulation framework based on our experience securing over $500M in TVL. This includes: 1) Static Analysis of smart contract logic for known vulnerabilities, 2) Dynamic Simulation using custom-built agents to test economic attacks (e.g., flash loan exploits, oracle manipulation) in a sandboxed fork, and 3) Stress Testing under extreme market conditions (e.g., 99th percentile volatility, network congestion). We deliver a detailed risk matrix and mitigation roadmap.

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