The Guardrail Tax: Enterprise AI Safety Overhead Costs More Compute Than Reasoning
vasilisvj · reddit · 2026-08-12
The article argues that enterprises overlook the significant computational cost of safety alignment in LLMs. System prompt overhead (800-2500 tokens per interaction) and verbose outputs (30-45% more tokens than unaligned models) waste 25-35% of prompt costs. Safety filters also increase false refusals, reducing epistemic yield and causing multi-tiered economic losses.
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