Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.
MiniMax M2.7 is clearly ahead on the aggregate, 57 to 49. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
MiniMax M2.7's sharpest advantage is in agentic, where it averages 57 against 42.9. The single biggest benchmark swing on the page is Toolathlon, 35.5% to 46.3%.
GPT-5.4 nano is also the more expensive model on tokens at $0.20 input / $1.25 output per 1M tokens, versus $0.30 input / $1.20 output per 1M tokens for MiniMax M2.7. GPT-5.4 nano 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 nano gives you the larger context window at 400K, compared with 200K for MiniMax M2.7.
Pick MiniMax M2.7 if you want the stronger benchmark profile. GPT-5.4 nano only becomes the better choice if you need the larger 400K context window or you want the stronger reasoning-first profile.
GPT-5.4 nano
42.9
MiniMax M2.7
57
GPT-5.4 nano
52.4
MiniMax M2.7
56.2
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.
Benchmark data for this category is coming soon.
Benchmark data for this category is coming soon.
MiniMax M2.7 is ahead overall, 57 to 49. The biggest single separator in this matchup is Toolathlon, where the scores are 35.5% and 46.3%.
MiniMax M2.7 has the edge for coding in this comparison, averaging 56.2 versus 52.4. Inside this category, SWE-bench Pro is the benchmark that creates the most daylight between them.
MiniMax M2.7 has the edge for agentic tasks in this comparison, averaging 57 versus 42.9. Inside this category, Toolathlon is the benchmark that creates the most daylight between them.
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