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GPT-5.1-Codex-Max vs GPT-5.4 Pro

GPT-5.1-Codex-Max is cheaper on output tokens, while GPT-5.4 Pro offers a larger context window. Choose GPT-5.1-Codex-Max or GPT-5.4 Pro based on the trade-off between cost, context, and the benchmarks that matter for your use case.

SpecGPT-5.1-Codex-MaxGPT-5.4 Pro
ProviderOpenAIOpenAI
Input / 1M tokens$1.25$30.00
Output / 1M tokens$10.00$180.00
Context window400K1.1M
Parameters——
Open weightsNoNo
ReleasedNov 2025Mar 2026
LiveBench score74.4—
GPQA Diamond score—94.6
FrontierMath score—50.0
Epoch Capabilities Index score—160

FAQ

Is GPT-5.1-Codex-Max or GPT-5.4 Pro cheaper?

GPT-5.1-Codex-Max is cheaper on output tokens ($10.00 vs $180.00 per 1M).

Which has the larger context window, GPT-5.1-Codex-Max or GPT-5.4 Pro?

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.