
The Illusion of Control in SDK-First AI Security
Why Instrumentation-Based AI Governance Cannot Scale in the Enterprise. A critical analysis of why SDK-first approaches create false assurance as AI adoption expands.
Report · 2026-01-15
Research, benchmarks, and evidence for better AI allocation and governance decisions.
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Why Instrumentation-Based AI Governance Cannot Scale in the Enterprise. A critical analysis of why SDK-first approaches create false assurance as AI adoption expands.
Report · 2026-01-15

A Structural Analysis of Upstream vs. Downstream AI Risk. Understanding why model-centric security controls fail and how to shift security earlier in the AI interaction lifecycle.
Report · 2026-01-05

Why Employee AI Usage Is the Largest Unpriced Risk in the Enterprise. A deep analysis of Shadow AI as a distinct enterprise risk vector driven by human behavior.
Report · 2025-12-22

Why Enterprise AI Governance Must Be Infrastructure-Level or It Will Fail. A comprehensive analysis of why application-centric observability cannot provide durable visibility at enterprise scale.
Report · 2025-12-10