MiniMax M2.7 vs Nova Pro

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 29. 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 19.

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

Quick Verdict

Pick MiniMax M2.7 if you want the stronger benchmark profile. Nova Pro 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

Nova Pro

19

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
SWE-bench Verified
19%

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

Reasoning

Coming soon

Benchmark data for this category is coming soon.

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-Pro
53%
Coming soon
SimpleQA
39%

Instruction Following

Coming soon

Benchmark data for this category is coming soon.

Multilingual

Coming soon

Benchmark data for this category is coming soon.

Mathematics

Coming soon

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

Coming soon
MATH-500
59%

Frequently Asked Questions

Which is better, MiniMax M2.7 or Nova Pro?

MiniMax M2.7 is ahead overall, 57 to 29.

Which is better for coding, MiniMax M2.7 or Nova Pro?

MiniMax M2.7 has the edge for coding in this comparison, averaging 56.2 versus 19. Nova Pro stays close enough that the answer can still flip depending on your workload.

Last updated: March 18, 2026

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