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Model price comparisons · August 2026

Gemini 3.1 Pro vs GPT-5.4 mini: API pricing compared

Same task, same tokens, two invoices. Every figure on this page is computed from our open pricing dataset, not copied from a blog post.

GPT-5.4 mini is 2.67x cheaper than Gemini 3.1 Pro on a realistic task profile of 1,500 input and 500 output tokens per call, 3 calls per task: $0.01013 against $0.02700 per task, a 63% saving on identical work. Run a million tasks a month and that is the difference between $10,125 and $27,000.

ModelInput $/1M tokOutput $/1M tokOutput multiple$/task$/1M tasks
Gemini 3.1 ProGoogle · frontier$2$126x$0.02700$27,000
GPT-5.4 miniOpenAI · mid$0.75$4.56x$0.01013$10,125

Monthly bill at three volumes

Tasks / monthGemini 3.1 ProGPT-5.4 miniGap
10,000$270$101$169
100,000$2,700$1,013$1,687
1,000,000$27,000$10,125$16,875

Where the money goes on each

Gemini 3.1 Pro prices output at 6x its input rate, so on this profile output is 67% of its task cost. GPT-5.4 mini prices output at 6x input, putting output at 67% of cost. The model with the higher output multiple rewards capping response length more; the one with the higher input share rewards prompt caching and context trimming more. Cost tells you nothing about quality: run both on twenty of your real cases before deciding, and treat the cheaper model as the default until it demonstrably fails.

Break-even against a dedicated GPU

Against a $2/hour dedicated instance ($1,460/month fixed), self-hosting overtakes Gemini 3.1 Pro at 54,074 tasks per month and overtakes GPT-5.4 mini at 144,198 tasks per month. The full method is in the self-hosting break-even guide.

Pricing the self-hosted side? Compare on-demand GPU rates:

Compare GPU cloud pricing →

Plug your own token counts into the $/task calculator, or read the full ten-model pricing comparison.

Compare against other models

Frequently asked

Which is cheaper, Gemini 3.1 Pro or GPT-5.4 mini?
GPT-5.4 mini. On a task of 1,500 input and 500 output tokens across 3 calls, GPT-5.4 mini costs $0.01013 per task against $0.02700 for Gemini 3.1 Pro, which makes it 2.67x cheaper (a 63% saving).
How much do Gemini 3.1 Pro and GPT-5.4 mini charge per million tokens?
Gemini 3.1 Pro: $2 per million input tokens and $12 per million output tokens. GPT-5.4 mini: $0.75 input and $4.5 output. These are published list rates as of August 2026, excluding cached, batch and long-context tiers.
What does a million tasks cost on Gemini 3.1 Pro vs GPT-5.4 mini?
At the same fixed profile, one million tasks cost $27,000 on Gemini 3.1 Pro and $10,125 on GPT-5.4 mini. The gap comes entirely from list-price differences, not from any difference in the work done.