A study by researchers from Stanford, Carnegie Mellon, UC Berkeley, and Microsoft found lower-price AI models ultimately cost more in tokens in 32% of cases. In one test, Gemini 3.1 Pro completed a video-analysis task in 85 steps for $1, while Gemini 3 Flash failed after 952 steps and cost $14.
