OUR METHODOLOGY

Rigorous. Rapid. Regulatory-Grade.

Every engagement follows our battle-tested emergency response framework — designed to move fast without sacrificing the depth and quality that withstands regulatory scrutiny.

Our Approach

When crisis strikes, enterprises face an impossible tension: the need to move fast conflicts with the need to be thorough. Standard consulting tries to optimize for speed. Specialized firms optimize for depth. We reject that false choice.

Our methodology combines enterprise-grade speed with audit-ready rigor. We move in hours, not weeks. But when regulators, courts, or boards review our work, it withstands the hardest scrutiny. Every assessment is built to be regulatory-defensible and legally sound from day one.

This is what happens when you combine three decades of combined incident response, regulatory compliance, and AI governance expertise into a single, battle-tested framework.

72hrs
Average Assessment
ISO/IEC 42001
Aligned Process
Court-Ready
Reports

The 5-Phase Emergency Response Framework

1
Emergency Intake & Triage
Less than 2 hours
Initial assessment and rapid team mobilization to understand severity and establish secure communication channels.
Key Activities
Receive encrypted incident brief
Execute NDA and confidentiality agreements
Assess incident severity and scope
Assign dedicated expert team
Establish secure workspace and communication
Outputs
Signed NDA & engagement agreement
Engagement scope document
Dedicated secure Slack workspace
2
Rapid Technical Assessment
24 to 48 hours
Deep technical investigation of systems, data flows, and the incident itself to establish facts and understand impact.
Key Activities
System architecture and infrastructure review
Data flow mapping and impact zone identification
Incident timeline reconstruction
Affected data quantification and classification
Root cause and failure vector analysis
Outputs
Technical Assessment Report (confidential)
System architecture documentation
Impact quantification summary
3
Governance & Regulatory Analysis
48 to 72 hours
Comprehensive regulatory exposure assessment across all relevant jurisdictions and frameworks.
Key Activities
Multi-jurisdiction regulatory exposure mapping
Compliance gap analysis against applicable frameworks
Legal liability assessment and disclosure obligations
Notification requirement analysis
Remediation priority matrix development
Outputs
Governance Gap Report
Regulatory Risk Matrix
Remediation prioritization framework
4
Strategic Advisory & Intervention
Ongoing through resolution
Executive guidance and hands-on support through incident response, regulatory engagement, and remediation.
Key Activities
Board and C-suite briefing preparation
Regulatory communication and disclosure strategy
Remediation implementation guidance
Vendor negotiation and assessment support
External communication strategy (if needed)
Outputs
Executive Brief (2-page board-ready summary)
Regulatory Response Package
Implementation roadmap
5
Resilience & Prevention Planning
Post-incident, ongoing
Long-term governance framework design to prevent recurrence and build sustainable AI risk management.
Key Activities
Comprehensive root cause analysis
AI governance framework design
Risk management policy development
Incident response playbook creation
Executive and technical team training design
Outputs
AI Governance Framework
Incident Prevention Playbook
Training program curriculum

Standards & Frameworks We Align With

ISO/IEC 42001
AI Management Systems standard. Our process integrates ISO/IEC 42001 principles for systematic AI risk governance and management.
NIST AI RMF
Risk Management Framework for AI. Structured approach to AI risk mapping, measurement, and mitigation aligned with NIST guidelines.
EU AI Act
Regulatory compliance framework for European AI governance. Our assessments map exposure against AI Act requirements and risk categories.
GDPR & Data Protection
Privacy and data governance frameworks. Full analysis of data protection obligations and breach notification requirements.
SOC 2 Principles
Security and operational controls. Our own operations follow SOC 2 principles to ensure client data security and confidentiality.
Industry Best Practices
Incident response frameworks from NIST Cybersecurity Framework and industry incident response standards.

Standard Deliverables

Technical Assessment Report
Deep-dive analysis of your AI system architecture, data flows, incident vectors, and technical impact. Court-ready documentation suitable for regulatory submission.
Governance Gap Report
Detailed assessment of your current governance against regulatory and industry standards, with prioritized remediation roadmap.
Regulatory Risk Matrix
Jurisdiction-by-jurisdiction exposure assessment covering GDPR, CCPA, state privacy laws, AI Act, and industry-specific regulations.
Executive Brief
Board and C-suite ready summary (2 pages maximum). Translates complex technical and regulatory issues into business-focused actionable guidance.
Remediation Playbook
Step-by-step guide for incident resolution, regulatory notification, and system remediation. Written for execution by your technical teams.
Prevention Framework
Long-term AI governance framework, policies, and procedures to prevent recurrence. Scalable as your AI operations grow.

Confidentiality & Security

How We Protect Your Data

NDA executed before any briefing. All communication occurs in encrypted channels. Dedicated, ephemeral workspaces created for each engagement that are deleted after assessment completion. No data retention beyond what's legally required.

Our Security Posture

QI Labs operates with SOC 2 principles. We maintain strict data security protocols, regular security audits, and access controls. Our team members sign individual NDAs. All devices used in assessments meet enterprise security standards.

Independence Verification

Signed independence statements on every engagement confirming we have no financial interest in your implementation decisions or vendor relationships. Conflict-of-interest screening performed before engagement begins.

Privileged Information

All assessments are conducted under attorney-client privilege where applicable. Work product receives maximum confidentiality protection. Reports are marked confidential and delivered securely with access control.

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