The Token Efficiency Trap: Why 'Cheap' LLMs Can Be 20x More Expensive

Standard per-token pricing is a deceptive metric, as poor token efficiency in 'budget' models like Claude Haiku can lead to massive cost overruns compared to more advanced models. Utilizing benchmarking tools like CostGuard allows teams to optimize for actual task-based costs rather than falling for brand-name marketing or surface-level pricing.