---
id: "action-conduct-red-teaming"
type: "action-item"
source_timestamps: ["§ Stage 3: Experimental/Prototyping Portfolio (Experiment)"]
source_url: "https://hbr.org/2026/01/manage-your-ai-investments-like-a-portfolio"
source_title: "Manage Your AI Investments Like a Portfolio"
tags: ["security", "testing"]
related: ["concept-red-team-scrutiny"]
action: "Subject AI prototypes to deliberate attempts to break or misuse the system before allowing them to scale."
outcome: "Identifies vulnerabilities, ethical bypasses, and security flaws, preventing harmful deployments at scale."
speakers: ["Faisal Hoque", "Erik Nelson", "Tom Davenport", "Paul Scade"]
sources: ["spine"]
sourceVaultSlug: "hbr-seg-spine"
originDay: 1
articleStem: "hbr-foci-61-ai-investments-portfolio"
sourceUrl: "https://hbr.org/2026/01/manage-your-ai-investments-like-a-portfolio"
sourceTitle: "Manage Your AI Investments Like a Portfolio"
---
# Conduct Red-Team Scrutiny Before Production

> **Action:** Subject AI prototypes to deliberate attempts to break or misuse the system before allowing them to scale.
> **Outcome:** Identifies vulnerabilities, ethical bypasses, and security flaws, preventing harmful deployments at scale.

Operationalizes [[concept-red-team-scrutiny]] — the exit gate of Stage 3 in the [[framework-four-portfolio-stages]]. Verifies that the guardrails and ethical guidelines defined in Stage 2 hold up under hostile conditions.