Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.
Gemini 3.1 Pro is clearly ahead on the aggregate, 83 to 57. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Gemini 3.1 Pro's sharpest advantage is in agentic, where it averages 76.1 against 57. The single biggest benchmark swing on the page is Terminal-Bench 2.0, 77% to 57%.
Gemini 3.1 Pro is also the more expensive model on tokens at $1.25 input / $5.00 output per 1M tokens, versus $0.30 input / $1.20 output per 1M tokens for MiniMax M2.7. That is roughly 4.2x on output cost alone. Gemini 3.1 Pro gives you the larger context window at 1M, compared with 200K for MiniMax M2.7.
Pick Gemini 3.1 Pro if you want the stronger benchmark profile. MiniMax M2.7 only becomes the better choice if you want the cheaper token bill.
Gemini 3.1 Pro
76.1
MiniMax M2.7
57
Gemini 3.1 Pro
72
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.
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.
Gemini 3.1 Pro is ahead overall, 83 to 57. The biggest single separator in this matchup is Terminal-Bench 2.0, where the scores are 77% and 57%.
Gemini 3.1 Pro has the edge for coding in this comparison, averaging 72 versus 56.2. Inside this category, SWE-bench Pro is the benchmark that creates the most daylight between them.
Gemini 3.1 Pro has the edge for agentic tasks in this comparison, averaging 76.1 versus 57. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.
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