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.
| Model | Input $/1M tok | Output $/1M tok | Output multiple | $/task | $/1M tasks |
|---|---|---|---|---|---|
| Gemini 3.1 ProGoogle · frontier | $2 | $12 | 6x | $0.02700 | $27,000 |
| GPT-5.4 miniOpenAI · mid | $0.75 | $4.5 | 6x | $0.01013 | $10,125 |
Monthly bill at three volumes
| Tasks / month | Gemini 3.1 Pro | GPT-5.4 mini | Gap |
|---|---|---|---|
| 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
- Gemini 3.1 Pro vs Mistral SmallGPT-5.4 mini vs Mistral Small
- Gemini 3.1 Pro vs DeepSeek-V4-FlashGPT-5.4 mini vs DeepSeek-V4-Flash
- Gemini 3.1 Pro vs Gemini 2.5 FlashGPT-5.4 mini vs Gemini 2.5 Flash
- Gemini 3.1 Pro vs Grok 4.3GPT-5.4 mini vs Grok 4.3
- Gemini 3.1 Pro vs Claude Haiku 4.5GPT-5.4 mini vs Claude Haiku 4.5
- Gemini 3.1 Pro vs Claude Sonnet 5GPT-5.4 mini vs Claude Sonnet 5
- Gemini 3.1 Pro vs Claude Opus 4.8GPT-5.4 mini vs Claude Opus 4.8
- Gemini 3.1 Pro vs GPT-5.5GPT-5.4 mini vs GPT-5.5
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.