Gemini 3 Flash burned $14 and failed a $1 agent task Pro finished in 85 steps

XIFAQ · reddit · 2026-10-06

A technical writeup compares Google's Gemini 3.1 Pro and the cheaper Gemini 3 Flash on the same agent task. The pricier Pro finished in 85 steps for about $1; Flash ran nearly 1,000 steps, failed, and racked up $14 in token costs.

The author also notes that the same model can consume different token counts on repeat runs, so "cheaper model = cheaper task" doesn't always hold in agentic workflows.

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