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GPT-5.4 Pro vs gpt-image-2

gpt-image-2 is cheaper on output tokens, while GPT-5.4 Pro offers a larger context window. Choose GPT-5.4 Pro or gpt-image-2 based on the trade-off between cost, context, and the benchmarks that matter for your use case.

SpecGPT-5.4 Progpt-image-2
ProviderOpenAIOpenAI
Input / 1M tokens$30.00$8.00
Output / 1M tokens$180.00$8.00
Context window1.1M0
Parameters——
Open weightsNoNo
ReleasedMar 2026Apr 2026
GPQA Diamond score94.6—
FrontierMath score50.0—
Epoch Capabilities Index score160—

FAQ

Is GPT-5.4 Pro or gpt-image-2 cheaper?

gpt-image-2 is cheaper on output tokens ($8.00 vs $180.00 per 1M).

Which has the larger context window, GPT-5.4 Pro or gpt-image-2?

GPT-5.4 Pro has the larger context window (1.1M tokens).

Pricing is indicative — confirm with the provider before production use. Highlighted values indicate the better figure for that row.