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Gemini 3.1 Pro Preview Custom Tools vs GPT-5.4

List-price comparison · Gemini 3.1 Pro Preview Custom Tools details · GPT-5.4 details

For a typical workload (100,000 requests / mo), Gemini 3.1 Pro Preview Custom Tools costs 20% less $720.00/mo vs $900.00/mo.

 Gemini 3.1 Pro Preview Custom ToolsGPT-5.4
Input / 1M tokens$2.00$2.50
Output / 1M tokens$12.00$15.00
Typical request (1,200 in + 400 out)$0.0072$0.009
Context window1,048,756 tokens1050k tokens
Max output65,536 tokens128k tokens
TierFlagshipFlagship
ProviderGoogleOpenAI

Projected monthly cost

Rows open both models in the calculator — adjust volume and token counts there.

Gemini 3.1 Pro Preview Custom Tools

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GPT-5.4

Excellent general-purpose reasoning and broad world knowledge, with strong performance on coding, math, and multi-modal (image + file) inputs.

Output tokens are priced well above input tokens, so verbose responses dominate cost — tight max-token limits and prompt caching matter.

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Vendor list rates · per-request examples assume 1,200 input + 400 output tokens.