Services

M.A.D.E. — Map

AI Launch Security Review

Find the launch-blocking AI security risks before customers, attackers, or enterprise security reviewers do.

A 5–10 business day pre-release security review for AI features, copilots, RAG systems, agents, and AI workflows shipping in the next 30–60 days. First findings in 5 business days; launch-ready review in 5–10 business days. Expands into a deeper 2–4 week AI Product Security Assessment as follow-on.

Launch gate · timeline

First findings in 5 business days. Launch-ready review in 5–10 business days. Deeper 2–4 week AI Product Security Assessment available as follow-on.

What you achieve

A go/no-go launch decision backed by abuse-path findings, a release gate, and a sprint-ready fix backlog.

Primary output

AI Launch Risk Memo

Markdown

Scope a Launch Review Back to services

Best for

AI Product Lead, Head of Product Security, CISO, VP Engineering shipping in 30–60 days

Engagement model

assessment

Duration

5–10 business days

Deliverables

5 deliverables

What it covers

AI product surface and launch-context scope — what is shipping and to whom

Prompts, system instructions, and user-controlled inputs under abuse pressure

RAG, retrieval, and tenant data boundaries — leakage and isolation review

Agent tools, permissions, approvals, and rollback paths

Model/provider dependencies, authorization, identity propagation, logging, and data exposure

Guardrail and eval pressure checks plus customer/security-review evidence gaps

Use when

We are launching an AI feature, copilot, RAG system, agent, or workflow in the next 30–60 days.A private beta, GA, or enterprise security review is approaching.We need a release decision: what must be fixed before we ship.

Supporting products

SecEng Threat Canvas

Map the launching AI surface, trust boundaries, and threat model fast.

SecEng Adversarial Range

Pressure-test abuse paths before customers and attackers find them.

SecEng RAG Test Harness

Retrieval, tenant-boundary, and leakage tests for pre-launch RAG.

SecEng Authority Graph

Agent tools, permissions, approvals, and rollback boundaries.

Related research

AI Product Security in the Age of Mythos

Release-gate framing for AI product launches.

AI Security Engineering Field Guide

Operating vocabulary for pre-launch review.

Related people

David Wolf

Builds operating models, controls, detection, and evidence layers for enterprise AI adoption.

Alex Eisen

Finds real AI attack paths through applied vulnerability research, adversarial testing, and incident-informed threat analysis.

Alex Karoulias

Engineering student at Athens Technical University, Class of 2027

Tim Kerimbekov

Related evidence

AI Product Security Control Plane

Confidential AI-Native Product Team

Agentic Browser Security Assessment

Confidential AI Automation Platform

AI Governance Controls with Garak, NeMo Guardrails, Presidio & Promptfoo

Confidential AI Governance Program

Related services

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AI Product Security Assessment

A documented AI risk surface your engineering team can act on in the next sprint.

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AI Security Maturity Benchmark

A scored maturity baseline with a prioritized 30/60/90 roadmap your program can execute.

Start here

Scope this review through discovery, then translate the result into engineering work, buyer-ready evidence, or a follow-on engagement.

Scope a Launch Review

Canonical route: /services/ai-launch-security-review