What

The Free Spender combines the two highest-impact cost behaviors — flagship model pricing and high retry rates — into the most expensive profile of any archetype. Their spending pattern shows how expensive models and poor session discipline compound each other.

Key Behaviors

They default to flagship models, which means every session starts at premium input rates. When sessions fail or produce poor output, they keep retrying the same approach — often multiple times — at those same premium rates. They rarely continue sessions, so each retry pays full input cost rather than cached rates. Their model choice and their retry behavior work against each other: the expensive model makes each retry more costly, and the repeated retries magnify the cost of the expensive model.

Implications

The Free Spender demonstrates the compounding effect of two cost levers pulling in the wrong direction. Flagship models alone are expensive, and high retries alone are wasteful — but together they create the highest cost per successful task of any group. The insight is not that one behavior is worse than the other. It is that the damage multiplies: each premium retry costs more than a standard retry, and each retry amplifies the premium. Fixing either behavior would help, but fixing both produces the largest possible savings.