API cost decision in 10 seconds

GPT-5.4 Image 2 vs Gemini 3.1 Pro Preview Custom Tools

Pick Gemini 3.1 Pro Preview Custom Tools when budget and context both matter.

Page updated: 2026-05-26T10:03:26Z Data confirmed: 2026-05-26T12:43:06Z Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Gemini 3.1 Pro Preview Custom Tools when budget and context both matter.

On the standard 1M input plus 500K output workload, Gemini 3.1 Pro Preview Custom Tools is estimated at $8 vs $15.5 for GPT-5.4 Image 2, saving $7.5 (48.4% lower).

Cost-first pickGemini 3.1 Pro Preview Custom Tools

Context-first pickGemini 3.1 Pro Preview Custom Tools

Sample savings$7.548.4%

10x traffic gap$75

Gemini 3.1 Pro Preview Custom Tools is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $75. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Gemini 3.1 Pro Preview Custom Tools stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shape	Token mix	Better pick	GPT-5.4 Image 2	Gemini 3.1 Pro Preview Custom Tools
Input-heavy / RAG	5M input + 500K output	Gemini 3.1 Pro Preview Custom Tools	$47.5	$16
Balanced workload	1M input + 1M output	Gemini 3.1 Pro Preview Custom Tools	$23	$14
Output-heavy chatbot	1M input + 5M output	Gemini 3.1 Pro Preview Custom Tools	$83	$62

Cheaper input Gemini 3.1 Pro Preview Custom Tools $8 vs $2 / 1M

Gemini 3.1 Pro Preview Custom Tools is $6 cheaper per 1M input tokens (75% lower; 4x difference).

Cheaper output Gemini 3.1 Pro Preview Custom Tools $15 vs $12 / 1M

Gemini 3.1 Pro Preview Custom Tools is $3 cheaper per 1M output tokens (20% lower; 1.25x difference).

Larger context Gemini 3.1 Pro Preview Custom Tools 272K vs 1.05M

Gemini 3.1 Pro Preview Custom Tools has 776.76K more context (3.86x larger).

Sample workload Gemini 3.1 Pro Preview Custom Tools $15.5 vs $8

Gemini 3.1 Pro Preview Custom Tools is $7.5 cheaper on the standard workload (48.4% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.

Monthly input tokens Monthly output tokens

GPT-5.4 Image 2 Calculating… Estimated API cost

Gemini 3.1 Pro Preview Custom Tools Calculating… Estimated API cost

Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

Gemini 3.1 Pro Preview Custom Tools has the lower input price; Gemini 3.1 Pro Preview Custom Tools has the lower output price; Gemini 3.1 Pro Preview Custom Tools offers the larger context window. For the 1M input plus 500K output sample, Gemini 3.1 Pro Preview Custom Tools is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $15.5 for GPT-5.4 Image 2 and $8 for Gemini 3.1 Pro Preview Custom Tools.

Best Fit

Choose GPT-5.4 Image 2 when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

Choose Gemini 3.1 Pro Preview Custom Tools when you care most about lower input-token price, lower output-token price, and larger context window.

Decision Notes

On the standard 1M input plus 500K output workload, Gemini 3.1 Pro Preview Custom Tools is estimated at $8 vs $15.5 for GPT-5.4 Image 2, saving $7.5 (48.4% lower).
Gemini 3.1 Pro Preview Custom Tools is $7.5 cheaper on the standard workload (48.4% lower).
Gemini 3.1 Pro Preview Custom Tools is $6 cheaper per 1M input tokens (75% lower; 4x difference).
Gemini 3.1 Pro Preview Custom Tools is $3 cheaper per 1M output tokens (20% lower; 1.25x difference).
Gemini 3.1 Pro Preview Custom Tools has 776.76K more context (3.86x larger).

Head-to-Head Specs

Feature	GPT-5.4 Image 2 (OpenAI)	Gemini 3.1 Pro Preview Custom Tools (Google)
Input Price prompt tokens per 1M	$8	$2
Completion Price per 1M tokens	$15	$12
Sample Workload Cost 1M input + 500K output	$15.5	$8
Context Window	272K	1.05M
Release Date	2026-04-21	2026-02-25

Use-Case Decision Matrix

Use case	Better pick	Why
Budget-constrained production	Gemini 3.1 Pro Preview Custom Tools	On the standard 1M input plus 500K output workload, Gemini 3.1 Pro Preview Custom Tools is estimated at $8 vs $15.5 for GPT-5.4 Image 2, saving $7.5 (48.4% lower).
High-volume input processing	Gemini 3.1 Pro Preview Custom Tools	Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbots	Gemini 3.1 Pro Preview Custom Tools	Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document work	Gemini 3.1 Pro Preview Custom Tools	A larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps

gpt-oss-120b (free) can replace GPT-5.4 Image 2 when lower sample workload cost matters most: $0.
gpt-oss-20b (free) can replace GPT-5.4 Image 2 when lower sample workload cost matters most: $0.
gpt-oss-20b can replace GPT-5.4 Image 2 when lower sample workload cost matters most: $0.1.
gpt-oss-120b can replace GPT-5.4 Image 2 when lower sample workload cost matters most: $0.13.

Larger context near this budget

Llama 4 Scout offers 10M context with $0.23 sample workload cost.
Grok 4.20 Multi-Agent offers 2M context with $5 sample workload cost.
Grok 4.20 offers 2M context with $2.5 sample workload cost.
GPT-5.4 offers 1.05M context with $10 sample workload cost.

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