Who Security Recommendations Are Actually Serving
Generating security guidance from posture and behavioral signal is possible — whether it optimizes for the customer's risk or the vendor's product is the harder question
June 23, 2026
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2 min read

A forwarding rule routes mail to an external domain. The vendor's own posture tool flags it, but only against its policy baseline. An independent system flags it because the behavior matches known exfiltration patterns, regardless of what the product considers default. Same finding on paper. Entirely different frame underneath.
That gap is an incentives problem.
The Structural Conflict
A vendor that owns the defaults, defines the control surface, and benefits when its controls are adopted should not be the only voice deciding whether its stack is safely configured. Not because those recommendations are automatically wrong. They are often technically correct. The issue is that they are directionally biased in ways that are hard to see from inside the product.
Recommendations drift toward what is easiest to expose in-product. They align with the default architecture. They strengthen the surrounding control plane. That may improve security. It is not the same as independent judgment.
What Independent Looks Like
The best recommendations are grounded in observed attack behavior, not product documentation. They surface the gap between configured and secure. Between a periodic state check and active abuse. Between a feature existing and that feature actually reducing risk in production.
That's the pattern Abnormal follows: identifying control gaps that major frameworks do not cover, distinguishing state checks from behavioral detection, using operational context to determine whether a control changes the attack path, not just whether it is enabled.
Better signal makes recommendations more precise. It does not resolve the question of whose interests they serve. Customers need confidence the output is optimizing for risk reduction. Not for the vendor that authored both the stack and the guidance.
See the latest from Abnormal's product and engineering teams.
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