Composer 2 vs GPT-5.4 mini

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

Composer 2 is clearly ahead on the aggregate, 62 to 58. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GPT-5.4 mini is also the more expensive model on tokens at $0.75 input / $4.50 output per 1M tokens, versus $0.50 input / $2.50 output per 1M tokens for Composer 2. GPT-5.4 mini gives you the larger context window at 400K, compared with 200K for Composer 2.

Quick Verdict

Pick Composer 2 if you want the stronger benchmark profile. GPT-5.4 mini only becomes the better choice if agentic is the priority or you need the larger 400K context window.

Agentic

GPT-5.4 mini

Composer 2

61.7

GPT-5.4 mini

65.6

61.7%
Terminal-Bench 2.0
60%
Coming soon
OSWorld-Verified
72.1%
Coming soon
MCP Atlas
57.7%
Coming soon
Toolathlon
42.9%
Coming soon
tau2-bench
93.4%

Coding

Coming soon

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

73.7%
SWE Multilingual
Coming soon
97.2%
React Native Evals
Coming soon
Coming soon
SWE-bench Pro
54.4%

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
MMMU-Pro
76.6%
Coming soon
MMMU-Pro w/ Python
78%
Coming soon
OmniDocBench 1.5
0.1263

Reasoning

Coming soon

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

Coming soon
MRCRv2
40.7%
Coming soon
MRCR v2 64K-128K
47.7%
Coming soon
MRCR v2 128K-256K
33.6%
Coming soon
Graphwalks BFS 128K
76.3%
Coming soon
Graphwalks Parents 128K
71.5%

Knowledge

Coming soon

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

Coming soon
GPQA
88%
Coming soon
HLE
41.5%
Coming soon
HLE w/o tools
28.2%

Instruction Following

Coming soon

Benchmark data for this category is coming soon.

Multilingual

Coming soon

Benchmark data for this category is coming soon.

Mathematics

Coming soon

Benchmark data for this category is coming soon.

Frequently Asked Questions

Which is better, Composer 2 or GPT-5.4 mini?

Composer 2 is ahead overall, 62 to 58. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 61.7% and 60%.

Which is better for agentic tasks, Composer 2 or GPT-5.4 mini?

GPT-5.4 mini has the edge for agentic tasks in this comparison, averaging 65.6 versus 61.7. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

Last updated: March 18, 2026

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