token quality (noun)
- (technical) A measure of how capable the tokens produced or consumed in an AI exchange are. It reflects the tier of model generating them: some services produce "premium" tokens with greater reasoning depth or accuracy per token, while lower-quality tokens are cheaper and faster. Each has its place depending on the task.
- (general/evaluative use) Whether the tokens spent produced a result that is accurate, relevant, well-structured, and actually fit for its intended purpose. It's not just about producing an output, but the right output.
- Example: "For a quick internal summary, lower-quality tokens do the job fine; for a client-facing legal analysis, we pay for premium tokens."
- Example: "The summary was short and cheap to generate, but it missed the key risk: low token quality, even though token efficiency was high."
Related: token, token economics, token efficiency, model