MiniMax M2.7 vs Moonshot v1

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 44. 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 coding, where it averages 56.2 against 24.4.

MiniMax M2.7 gives you the larger context window at 200K, compared with 128K for Moonshot v1.

Quick Verdict

Pick MiniMax M2.7 if you want the stronger benchmark profile. Moonshot v1 only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.

Agentic

Coming soon

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

57%
Terminal-Bench 2.0
Coming soon
46.3%
Toolathlon
Coming soon
66.6%
MLE-Bench Lite
Coming soon
62.7%
MM-ClawBench
Coming soon

Coding

MiniMax M2.7

MiniMax M2.7

56.2

Moonshot v1

24.4

56.2%
SWE-bench Pro
Coming soon
76.5%
SWE Multilingual
Coming soon
52.7%
Multi-SWE Bench
Coming soon
55.6%
VIBE-Pro
Coming soon
39.8%
NL2Repo
Coming soon
Coming soon
HumanEval
45%
Coming soon
SWE-bench Verified
34%
Coming soon
LiveCodeBench
21%

Multimodal & Grounded

Coming soon

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

1495
GDPval-AA
Coming soon
Coming soon
MMMU-Pro
49%
Coming soon
OfficeQA Pro
57%

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
49%
Coming soon
BBH
73%
Coming soon
LongBench v2
58%
Coming soon
MRCRv2
56%

Knowledge

Coming soon

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

50
Artificial Analysis
Coming soon
Coming soon
MMLU
53%
Coming soon
GPQA
52%
Coming soon
SuperGPQA
50%
Coming soon
HLE
5%
Coming soon
FrontierScience
49%
Coming soon
SimpleQA
51%

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
77%

Multilingual

Coming soon

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

Coming soon
MGSM
73%
Coming soon
MMLU-ProX
68%

Mathematics

Coming soon

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

Coming soon
AIME 2023
53%
Coming soon
AIME 2024
55%
Coming soon
AIME 2025
54%
Coming soon
HMMT Feb 2023
49%
Coming soon
HMMT Feb 2024
51%
Coming soon
HMMT Feb 2025
50%
Coming soon
BRUMO 2025
52%
Coming soon
MATH-500
72%

Frequently Asked Questions

Which is better, MiniMax M2.7 or Moonshot v1?

MiniMax M2.7 is ahead overall, 57 to 44.

Which is better for coding, MiniMax M2.7 or Moonshot v1?

MiniMax M2.7 has the edge for coding in this comparison, averaging 56.2 versus 24.4. Moonshot v1 stays close enough that the answer can still flip depending on your workload.

Last updated: March 18, 2026

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