---
id: "action-track-human-verification"
type: "action-item"
source_timestamps: ["§ Stay compliant with regulations."]
tags: ["compliance", "audit-trails"]
related: ["entity-eu-ai-act", "framework-autonomous-negotiation-maturity"]
action: "Implement logging systems that track exactly which stages of the AI negotiation process received human verification."
outcome: "Provides an audit trail to demonstrate compliance with regulations requiring human oversight in autonomous systems."
sources: ["tail2"]
sourceVaultSlug: "hbr-seg-tail2"
originDay: 2
articleStem: "hbr-tail-129-ai-supplier-negotiations"
sourceUrl: "https://hbr.org/2025/07/how-ai-is-reshaping-supplier-negotiations"
sourceTitle: "How AI Is Reshaping Supplier Negotiations"
---
# Track Human Verification Stages for Regulatory Compliance

**Action:** To satisfy regulations like the [[entity-eu-ai-act-d2]] and **GDPR** — which require human oversight in sensitive autonomous decisions — implement systems that **explicitly track and log the stages requiring human verification** (e.g., **preventing AI from sending a contract to a supplier without a logged human approval**).

**Outcome:** Provides an **audit trail** demonstrating compliance with human-oversight requirements. This logging is the control that keeps the **Semi-Autonomous** and **Fully Autonomous** stages of [[framework-autonomous-negotiation-maturity]] compliant.

**Related:** [[entity-eu-ai-act-d2]] · [[framework-autonomous-negotiation-maturity]] · [[action-establish-accountability-frameworks]]