Gemini 3.1 Pro vs GPT-5.4

Google against OpenAI, costed on the same three workloads. Gemini 3.1 Pro is cheaper on all three workloads.

Monthly bill, side by side

WorkloadGemini 3.1 ProGPT-5.4Difference
Support chatbot
2,500 six-turn conversations a day
$8,865 $11,081 $2,216 (+25%)
Document summariser
1,000 single-shot summaries a day
$1,020 $1,275 $255 (+25%)
Coding agent
200 twelve-turn sessions a day
$5,976 $7,470 $1,494 (+25%)

No prompt caching and no batch discount on either side, so the comparison is like for like. Both figures assume 30 days a month.

The rate cards

Gemini 3.1 ProGPT-5.4
Input, per 1M tokens$2$2.5
Output, per 1M tokens$12$15
Cached input$0.2$0.25
Context window1.05M1.05M
Maximum output66K128K
Reasoning modelyesyes
Visionyesyes

Run this comparison on your own numbers

Full detail: Gemini 3.1 Pro pricing · GPT-5.4 pricing