A recent benchmark reveals that computer use is 45 times more expensive than structured APIs, consuming 551,000 tokens across 53 steps to complete a standard admin panel task. In contrast, auto-generated API endpoints accomplished the exact same workflow using only 8 calls and 12,000 tokens.