MiniMax M2.7 vs o1-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 45. 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 23. The single biggest benchmark swing on the page is SWE-bench Pro, 56.2% to 23%.

o1-pro is also the more expensive model on tokens at $150.00 input / $600.00 output per 1M tokens, versus $0.30 input / $1.20 output per 1M tokens for MiniMax M2.7. That is roughly 500.0x on output cost alone. o1-pro 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.

Quick Verdict

Pick MiniMax M2.7 if you want the stronger benchmark profile. o1-pro only becomes the better choice if you want the stronger reasoning-first profile.

Agentic

MiniMax M2.7

MiniMax M2.7

57

o1-pro

39.7

57%
Terminal-Bench 2.0
40%
46.3%
Toolathlon
Coming soon
66.6%
MLE-Bench Lite
Coming soon
62.7%
MM-ClawBench
Coming soon
Coming soon
BrowseComp
50%
Coming soon
OSWorld-Verified
32%

Coding

MiniMax M2.7

MiniMax M2.7

56.2

o1-pro

23

56.2%
SWE-bench Pro
23%
76.5%
SWE Multilingual
Coming soon
52.7%
Multi-SWE Bench
Coming soon
55.6%
VIBE-Pro
Coming soon
39.8%
NL2Repo
Coming soon

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
48%
Coming soon
OfficeQA Pro
49%

Reasoning

Coming soon

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

Coming soon
LongBench v2
54%
Coming soon
MRCRv2
59%

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
GPQA
79%
Coming soon
FrontierScience
63%

Instruction Following

Coming soon

Benchmark data for this category is coming soon.

Multilingual

Coming soon

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

Coming soon
MMLU-ProX
52%

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 2024
86%

Frequently Asked Questions

Which is better, MiniMax M2.7 or o1-pro?

MiniMax M2.7 is ahead overall, 57 to 45. The biggest single separator in this matchup is SWE-bench Pro, where the scores are 56.2% and 23%.

Which is better for coding, MiniMax M2.7 or o1-pro?

MiniMax M2.7 has the edge for coding in this comparison, averaging 56.2 versus 23. Inside this category, SWE-bench Pro is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, MiniMax M2.7 or o1-pro?

MiniMax M2.7 has the edge for agentic tasks in this comparison, averaging 57 versus 39.7. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

Last updated: March 18, 2026

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