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.
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.
Composer 2
61.7
GPT-5.4
77
Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.
Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.
Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.
Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.
Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.
Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.
Benchmark data for this category is coming soon.
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%.
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.
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