Gemini 3 Pro Deep Think vs MiniMax M2.7

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

Gemini 3 Pro Deep Think is clearly ahead on the aggregate, 70 to 57. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Gemini 3 Pro Deep Think's sharpest advantage is in agentic, where it averages 78.8 against 57. The single biggest benchmark swing on the page is SWE-bench Pro, 63% to 56.2%.

Gemini 3 Pro Deep Think 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. Gemini 3 Pro Deep Think gives you the larger context window at 2M, compared with 200K for MiniMax M2.7.

Quick Verdict

Pick Gemini 3 Pro Deep Think if you want the stronger benchmark profile. MiniMax M2.7 only becomes the better choice if you would rather avoid the extra latency and token burn of a reasoning model.

Agentic

Gemini 3 Pro Deep Think

Gemini 3 Pro Deep Think

78.8

MiniMax M2.7

57

87%
BrowseComp
Coming soon
73%
OSWorld-Verified
Coming soon
Coming soon
Terminal-Bench 2.0
57%
Coming soon
Toolathlon
46.3%
Coming soon
MLE-Bench Lite
66.6%
Coming soon
MM-ClawBench
62.7%

Coding

Gemini 3 Pro Deep Think

Gemini 3 Pro Deep Think

60.1

MiniMax M2.7

56.2

58%
SWE-bench Verified
Coming soon
58%
LiveCodeBench
Coming soon
63%
SWE-bench Pro
56.2%
Coming soon
SWE Multilingual
76.5%
Coming soon
Multi-SWE Bench
52.7%
Coming soon
VIBE-Pro
55.6%
Coming soon
NL2Repo
39.8%

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
GDPval-AA
1495

Reasoning

Coming soon

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

95%
BBH
Coming soon
94%
LongBench v2
Coming soon
96%
MRCRv2
Coming soon
45.1%
ARC-AGI-2
Coming soon

Knowledge

Coming soon

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

81%
MMLU-Pro
Coming soon
32%
HLE
Coming soon
95%
SimpleQA
Coming soon
Coming soon
Artificial Analysis
50

Instruction Following

Coming soon

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

89%
IFEval
Coming soon

Multilingual

Coming soon

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

92%
MGSM
Coming soon
85%
MMLU-ProX
Coming soon

Mathematics

Coming soon

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

99%
AIME 2023
Coming soon
99%
AIME 2024
Coming soon
98%
AIME 2025
Coming soon
95%
HMMT Feb 2023
Coming soon
97%
HMMT Feb 2024
Coming soon
96%
HMMT Feb 2025
Coming soon
96%
BRUMO 2025
Coming soon
92%
MATH-500
Coming soon

Frequently Asked Questions

Which is better, Gemini 3 Pro Deep Think or MiniMax M2.7?

Gemini 3 Pro Deep Think is ahead overall, 70 to 57. The biggest single separator in this matchup is SWE-bench Pro, where the scores are 63% and 56.2%.

Which is better for coding, Gemini 3 Pro Deep Think or MiniMax M2.7?

Gemini 3 Pro Deep Think has the edge for coding in this comparison, averaging 60.1 versus 56.2. Inside this category, SWE-bench Pro is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Gemini 3 Pro Deep Think or MiniMax M2.7?

Gemini 3 Pro Deep Think has the edge for agentic tasks in this comparison, averaging 78.8 versus 57. MiniMax M2.7 stays close enough that the answer can still flip depending on your workload.

Last updated: March 18, 2026

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