Head-to-head · multimodal vs multimodal

MiniMax-M2 Instruct vs Nova Pro Max: which model should you choose?

We compared MiniMax-M2 Instruct and Nova Pro Max on price, context window and 12 benchmarks. Nova Pro Max has the stronger average benchmark score; MiniMax-M2 Instruct is cheaper on a blended 3:1 basis.

MiniMax

MiniMax-M2 Instruct

MiniMax-M2 Instruct is a multimodal model from MiniMax. It offers a 128,000-token context window, costs $5.11 per million input tokens and $25.04 per million output tokens, and averages 79.4 across the index's benchmark suite.

Input
$5.11 / 1M
Output
$25.04 / 1M
Context
128,000
Avg score
79.4
Open weights
Yes
Full MiniMax-M2 Instruct page
Amazon

Nova Pro Max

Nova Pro Max is a multimodal model from Amazon. It offers a 1,000,000-token context window, costs $14.05 per million input tokens and $71.59 per million output tokens, and averages 81.2 across the index's benchmark suite.

Input
$14.05 / 1M
Output
$71.59 / 1M
Context
1,000,000
Avg score
81.2
Open weights
No
Full Nova Pro Max page

Specification comparison

SpecMiniMax-M2 InstructNova Pro MaxEdge
Input price / 1M$5.11$14.05A
Output price / 1M$25.04$71.59A
Context window128,0001,000,000B
Max output4,09616,384B
Average score79.481.2B
Arena Elo1442.21423.2A
Open weightsYesNoA

Benchmark comparison

MiniMax-M2 Instruct wins 3, Nova Pro Max wins 9, and 0 benchmarks are tied. The table shows the modelled score for each model and the gap.

BenchmarkMiniMax-M2 InstructNova Pro MaxGapWinner
MMLU-Pro82.184.22.1Nova Pro Max
GPQA Diamond73.778.34.6Nova Pro Max
SWE-bench Verified69.967.42.5MiniMax-M2 Instruct
HumanEval86.787.50.8Nova Pro Max
MATH-50082.183.81.7Nova Pro Max
AIME 202577.879.31.5Nova Pro Max
LiveCodeBench71.177.05.9Nova Pro Max
IFEval87.386.40.9MiniMax-M2 Instruct
TruthfulQA80.083.43.4Nova Pro Max
HellaSwag88.588.90.4Nova Pro Max
MMMU74.177.23.1Nova Pro Max
Arena Elo1442.21423.219.0MiniMax-M2 Instruct

Price analysis

On a blended 3:1 input-to-output basis, MiniMax-M2 Instruct costs about $10.09 per million tokens and Nova Pro Max costs about $28.44. MiniMax-M2 Instruct is roughly 65% cheaper than Nova Pro Max. At high volume, that gap compounds quickly, so price should carry real weight unless the quality difference is decisive.

Nova Pro Max has the larger context window at 1,000,000 tokens, compared with 128,000 for MiniMax-M2 Instruct. That matters for long documents, large codebases and multi-step agent traces.

Verdict

Across 12 shared benchmarks, MiniMax-M2 Instruct wins 3, Nova Pro Max wins 9, and 0 are tied. On the index average, Nova Pro Max leads MiniMax-M2 Instruct by 1.8 points (81.2 versus 79.4).

The price picture favours MiniMax-M2 Instruct. The context picture favours Nova Pro Max. Those two dimensions often matter more than a few benchmark points once a model is good enough for the task.

If you need a single default, start with Nova Pro Max for quality-sensitive work and MiniMax-M2 Instruct for high-volume, well-scoped tasks. Run both on a sample of your own traffic before locking in a choice.

Choose MiniMax-M2 Instruct if

  • Unit cost matters and you want the cheaper blended price.
  • You need open weights for self-hosting or fine-tuning.

Choose Nova Pro Max if

  • You want the higher average benchmark score in this index.
  • You need the larger 1,000,000-token context window.
  • You need the larger 16,384-token output limit.

FAQ

Is MiniMax-M2 Instruct better than Nova Pro Max?

On the index average, Nova Pro Max leads MiniMax-M2 Instruct by 1.8 points (81.2 versus 79.4). The better choice depends on price, context and your task. MiniMax-M2 Instruct wins 3 benchmarks, Nova Pro Max wins 9.

Which is cheaper, MiniMax-M2 Instruct or Nova Pro Max?

MiniMax-M2 Instruct is cheaper on a blended 3:1 basis at about $10.09 per million tokens, versus $28.44 for Nova Pro Max.

Which has the larger context window?

Nova Pro Max has the larger context window at 1,000,000 tokens. MiniMax-M2 Instruct has 128,000 tokens.

Are these models open weights?

MiniMax-M2 Instruct is open weights; Nova Pro Max is proprietary.

Which should I choose for production?

If you need a single default, start with Nova Pro Max for quality-sensitive work and MiniMax-M2 Instruct for high-volume, well-scoped tasks. Run both on a sample of your own traffic before locking in a choice.

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