We have spend caps at the billing account level and the project level (developer set) in the Gemini API now. There is up to a 10 minute delay in processing everything but this should significantly mitigate the risk here: https://ai.google.dev/gemini-api/docs/billing#tier-spend-cap...
By default, new Tier 1 paid accounts can only spend $250 in a given month.