GPT-5.4 Pro vs MiniMax M2.7

Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.

GPT-5.4 Pro is clearly ahead on the aggregate, 76 to 57. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GPT-5.4 Pro's sharpest advantage is in coding, where it averages 86 against 56.2.

GPT-5.4 Pro is also the more expensive model on tokens at $30.00 input / $180.00 output per 1M tokens, versus $0.30 input / $1.20 output per 1M tokens for MiniMax M2.7. That is roughly 150.0x on output cost alone. GPT-5.4 Pro is the reasoning model in the pair, while MiniMax M2.7 is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. GPT-5.4 Pro gives you the larger context window at 1.05M, compared with 200K for MiniMax M2.7.

Quick Verdict

Pick GPT-5.4 Pro if you want the stronger benchmark profile. MiniMax M2.7 only becomes the better choice if you want the cheaper token bill or you would rather avoid the extra latency and token burn of a reasoning model.

Agentic

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

Coming soon
Terminal-Bench 2.0
57%
Coming soon
Toolathlon
46.3%
Coming soon
MLE-Bench Lite
66.6%
Coming soon
MM-ClawBench
62.7%

Coding

GPT-5.4 Pro

GPT-5.4 Pro

86

MiniMax M2.7

56.2

95%
HumanEval
Coming soon
86%
SWE-bench Verified
Coming soon
Coming soon
SWE-bench Pro
56.2%
Coming soon
SWE Multilingual
76.5%
Coming soon
Multi-SWE Bench
52.7%
Coming soon
VIBE-Pro
55.6%
Coming soon
NL2Repo
39.8%

Multimodal & Grounded

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

Coming soon
GDPval-AA
1495

Reasoning

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

95%
MuSR
Coming soon

Knowledge

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

99%
MMLU
Coming soon
99%
GPQA
Coming soon
97%
SuperGPQA
Coming soon
94%
MMLU-Pro
Coming soon
97%
SimpleQA
Coming soon
Coming soon
Artificial Analysis
50

Instruction Following

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

97%
IFEval
Coming soon

Multilingual

Coming soon

Benchmark data for this category is coming soon.

Mathematics

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

99%
AIME 2023
Coming soon
99%
AIME 2024
Coming soon
99%
AIME 2025
Coming soon
96%
HMMT Feb 2023
Coming soon
98%
HMMT Feb 2024
Coming soon
97%
HMMT Feb 2025
Coming soon
97%
BRUMO 2025
Coming soon
99%
MATH-500
Coming soon

Frequently Asked Questions

Which is better, GPT-5.4 Pro or MiniMax M2.7?

GPT-5.4 Pro is ahead overall, 76 to 57.

Which is better for coding, GPT-5.4 Pro or MiniMax M2.7?

GPT-5.4 Pro has the edge for coding in this comparison, averaging 86 versus 56.2. MiniMax M2.7 stays close enough that the answer can still flip depending on your workload.

Last updated: March 18, 2026

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