Composer 2 vs GPT-5.4

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

GPT-5.4 is clearly ahead on the aggregate, 84 to 62. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GPT-5.4's sharpest advantage is in agentic, where it averages 77 against 61.7. The single biggest benchmark swing on the page is React Native Evals, 97.2% to 82.8%.

GPT-5.4 is also the more expensive model on tokens at $2.50 input / $15.00 output per 1M tokens, versus $0.50 input / $2.50 output per 1M tokens for Composer 2. That is roughly 6.0x on output cost alone. GPT-5.4 gives you the larger context window at 1.05M, compared with 200K for Composer 2.

Quick Verdict

Pick GPT-5.4 if you want the stronger benchmark profile. Composer 2 only becomes the better choice if you want the cheaper token bill.

Agentic

GPT-5.4

Composer 2

61.7

GPT-5.4

77

61.7%
Terminal-Bench 2.0
75.1%
Coming soon
BrowseComp
82.7%
Coming soon
OSWorld-Verified
75%
Coming soon
MCP Atlas
67.2%
Coming soon
Toolathlon
54.6%
Coming soon
tau2-bench
98.9%

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
82.8%
Coming soon
HumanEval
95%
Coming soon
SWE-bench Verified
84%
Coming soon
LiveCodeBench
84%
Coming soon
SWE-bench Pro
57.7%

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
81.2%
Coming soon
OfficeQA Pro
96%
Coming soon
MMMU-Pro w/ Python
81.5%
Coming soon
OmniDocBench 1.5
0.1090

Reasoning

Coming soon

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

Coming soon
MuSR
94%
Coming soon
BBH
97%
Coming soon
LongBench v2
95%
Coming soon
MRCRv2
97%
Coming soon
MRCR v2 64K-128K
86%
Coming soon
MRCR v2 128K-256K
79.3%
Coming soon
Graphwalks BFS 128K
93.1%
Coming soon
Graphwalks Parents 128K
89.8%
Coming soon
ARC-AGI-2
73.3%

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
92.8%
Coming soon
SuperGPQA
96%
Coming soon
MMLU-Pro
93%
Coming soon
HLE
48%
Coming soon
FrontierScience
91%
Coming soon
HLE w/o tools
39.8%
Coming soon
SimpleQA
97%

Instruction Following

Coming soon

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

Coming soon
IFEval
96%

Multilingual

Coming soon

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

Coming soon
MMLU-ProX
94%

Mathematics

Coming soon

Benchmark data for this category is coming soon.

Frequently Asked Questions

Which is better, Composer 2 or GPT-5.4?

GPT-5.4 is ahead overall, 84 to 62. The biggest single separator in this matchup is React Native Evals, where the scores are 97.2% and 82.8%.

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

GPT-5.4 has the edge for agentic tasks in this comparison, averaging 77 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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