Launch Gate Readiness Workflow

Overview

A European enterprise was preparing to launch an AI-powered decision support system subject to EU AI Act high-risk classification. They needed a structured go/no-go framework that would satisfy both internal stakeholders and regulatory requirements.

Approach

• Implemented the Launch Gate framework with EU AI Act-specific assessment criteria
• Conducted comprehensive risk assessments across 47 evaluation checkpoints
• Built automated evidence collection for transparency and auditability requirements
• Designed human-in-the-loop override mechanisms for high-stakes decisions
• Created a regulatory compliance dashboard for ongoing monitoring

Tools & Technologies

Measurable Outcomes

• Each release decision included explicit go/no-go criteria and evidence notes
• Risk exceptions were visible before deployment decisions
• Validation artifacts were centralized for reviewer access
• Gate checklist improved consistency across release cycles

Problem

Teams can ship without clear evidence of control coverage when release decisions rely on informal sign-off.

Implementation

The workflow introduced staged launch checkpoints, artifact capture requirements, and unresolved-risk gates before production approval.

Controls

• Pre-release adversarial test checkpoint
• Control-completeness checklist with ownership fields
• Required evidence links per control area
• Unresolved-risk register tied to release decision
• Final approval record with rationale and timestamp

Test / Evidence Artifacts

• Launch Gate worksheet and release checklist exports
• Gate decision notes with unresolved-risk status
• Adversarial probe summary attached to go/no-go review
• Evidence references linked to each control item

Limitations

• Checklist quality depends on accurate threat scoping
• Gate process does not eliminate operational risk post-launch
• Evidence review still requires human judgment for edge cases

Why it matters

A release gate transforms security readiness from informal confidence into a traceable technical decision process.