Reasoning Inflation
More reasoning is required to extract the same signal from worse context.
Reasoning Inflation describes the trend, not the mechanism. As a conversation grows, as context accumulates noise, or as prompts degrade through copy-paste evolution, the amount of reasoning required for the same quality of output increases. What took 500 reasoning tokens on day one takes 1,500 by day five — not because the tasks got harder, but because the context got worse. Reasoning Inflation is particularly insidious because it's gradual; teams don't notice the cost creeping up until they compare their week-one bills to their week-ten bills.
More in Reasoning Cost
Reasoning Tax
Extra model cost paid to compensate for context debt.
Token Bleed
Silent budget drain from re-onboarding — tokens spent re-explaining context the system should already hold.
Token Burn
Token waste caused by a client sending the entire session history to the LLM on every call.
Context Compensation
The model using additional reasoning to make sense of poor, bloated, or unstructured context.
Reasoning Load
The amount of interpretive work a model must perform before useful task execution begins.
Cognitive Drag
Friction introduced by poorly structured context.
Reasoning Efficiency
The model producing correct output with minimal interpretive overhead — the reward for clean context.
Token Leverage
Getting more useful output per token spent. The inverse of Token Bleed.