What Effort Level Should I Choose? On the Economics of Reasoning Effort in LLM Agents

Published 1 November 2026

Higher reasoning effort in LLM agents can improve average accuracy, but may also fail on tasks solved with less effort and cost up to 42 times more. A strategy that starts with low effort and increases it only after verified failure often matches or improves high-effort performance at lower cost.