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MiniMax M2.7 vs MiniMax M3.1 Flash

MiniMax M3.1 Flash leads the LLM Stats Score 48.7 to 35.4. MiniMax M3.1 Flash is 2.0x cheaper per token.

MiniMax · MiniMax · Updated for 2026

Which is better?

MiniMax M3.1 Flash leads the overall LLM Stats Score 48.7 to 35.4, ranking #29 overall.

In the 1 individual benchmarks reported for both models, MiniMax M3.1 Flash wins 1; this is a narrower head-to-head signal than the composite indexes.

On price, MiniMax M3.1 Flash is roughly 2.0x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

MiniMax M3.1 Flash also accepts a larger context window (1,000,000 input tokens), making it the stronger choice for long documents and large codebases.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose MiniMax M2.7

  • you need open weights you can self-host or fine-tune

Choose MiniMax M3.1 Flash

  • overall performance matters — it scores 48.7 and ranks #29 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • cost matters — it's about 2.0x cheaper per token
  • you process long inputs — it offers a 1,000,000 token context window
  • you want the most recent training data — it shipped Oct 2026

At a glance

The differences that matter most.

Core performance indexes
35.4
#105
48.7
#29
34.5
#106
45.9
#32
27.1
#77
37.9
#23
15.6
#105
35.7
#22
Cost, coverage & limits
Benchmark wins
0 of 1
1 of 1
Input price
$0.30 / M
$0.15 / M
Output price
$1.20 / M
$0.60 / M
Context window
196,608
1,000,000

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
MiniMax M2.7
MiniMax M3.1 Flash
15.2#108
27.1#27
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

11 reported for MiniMax M2.7 · 15 for MiniMax M3.1 Flash

1 shared

MiniMax M2.7 outperforms in 0 benchmarks, while MiniMax M3.1 Flash is better at 1 benchmark (NL2Repo).

MiniMax M3.1 Flash significantly outperforms across most benchmarks.

Thu Oct 22 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

MiniMax M3.1 Flash costs less

For input processing, MiniMax M2.7 ($0.30/1M tokens) is 2.0x more expensive than MiniMax M3.1 Flash ($0.15/1M tokens).

For output processing, MiniMax M2.7 ($1.20/1M tokens) is 2.0x more expensive than MiniMax M3.1 Flash ($0.60/1M tokens).

In conclusion, MiniMax M2.7 is more expensive than MiniMax M3.1 Flash.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Thu Oct 22 2026 • llm-stats.com
MiniMax
MiniMax M2.7
Input tokens$0.30
Output tokens$1.20
Best providerFireworks
MiniMax
MiniMax M3.1 Flash
Input tokens$0.15
Output tokens$0.60
Best providerMiniMax
Notice missing or incorrect data?

Context Window

Maximum input and output token capacity

MiniMax M3.1 Flash accepts 1,000,000 input tokens compared to MiniMax M2.7's 196,608 tokens. MiniMax M3.1 Flash can generate longer responses up to 524,288 tokens, while MiniMax M2.7 is limited to 196,608 tokens.

MiniMax
MiniMax M2.7
Input196,608 tokens
Output196,608 tokens
MiniMax
MiniMax M3.1 Flash
Input1,000,000 tokens
Output524,288 tokens
Thu Oct 22 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

MiniMax M3.1 Flash supports multimodal inputs, whereas MiniMax M2.7 does not.

MiniMax M3.1 Flash can handle both text and other forms of data like images, making it suitable for multimodal applications.

MiniMax M2.7

Text
Images
Audio
Video

MiniMax M3.1 Flash

Text
Images
Audio
Video

License

Usage and distribution terms

MiniMax M2.7 is licensed under MIT, while MiniMax M3.1 Flash uses a proprietary license.

License differences may affect how you can use these models in commercial or open-source projects.

MiniMax M2.7

MIT

Open weights

MiniMax M3.1 Flash

Proprietary

Closed source

Release Timeline

When each model was launched

MiniMax M2.7 was released on 2026-03-18, while MiniMax M3.1 Flash was released on 2026-10-19.

MiniMax M3.1 Flash is 7 months newer than MiniMax M2.7.

MiniMax M2.7

Mar 18, 2026

7 months ago

MiniMax M3.1 Flash

Oct 19, 2026

0 days ago

7mo newer

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Provider Availability

MiniMax M2.7 is available from Fireworks, MiniMax, Novita, DeepInfra. MiniMax M3.1 Flash is available from MiniMax.

MiniMax M2.7

fireworks logo
Fireworks
Input Price:Input: $0.30/1MOutput Price:Output: $1.20/1M
minimax logo
MiniMax
Input Price:Input: $0.30/1MOutput Price:Output: $1.20/1M
novita logo
Novita
Input Price:Input: $0.30/1MOutput Price:Output: $1.20/1M
deepinfra logo
Deepinfra
Input Price:Input: $0.38/1MOutput Price:Output: $1.70/1M

MiniMax M3.1 Flash

minimax logo
MiniMax
Input Price:Input: $0.15/1MOutput Price:Output: $0.60/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against MiniMax M2.7 and MiniMax M3.1 Flash side-by-side, then vote on the output you prefer.

MiniMax M2.7
✓ Preferred
MiniMax M3.1 Flash
Open in Playground

FAQ

Common questions about MiniMax M2.7 vs MiniMax M3.1 Flash.

Which is better, MiniMax M2.7 or MiniMax M3.1 Flash?

MiniMax M3.1 Flash leads the LLM Stats Score 48.7 to 35.4. MiniMax M2.7 is made by MiniMax and MiniMax M3.1 Flash is made by MiniMax. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does MiniMax M2.7 compare to MiniMax M3.1 Flash in benchmarks?

MiniMax M2.7 scores SWE-bench Multilingual: 76.5%, MLE-Bench Lite: 66.6%, MM-ClawBench: 62.7%, Terminal-Bench 2.0: 57.0%, SWE-Bench Pro: 56.2%. MiniMax M3.1 Flash scores BabyVision: 91.0%, CharXiv-R: 82.5%, CyberGym: 82.2%, BankerToolBench: 76.2%, DeepSWE 1.1: 73.7%.

Is MiniMax M2.7 cheaper than MiniMax M3.1 Flash?

MiniMax M3.1 Flash is 2.0x cheaper for input tokens. MiniMax M2.7 costs $0.30/M input and $1.20/M output via fireworks. MiniMax M3.1 Flash costs $0.15/M input and $0.60/M output via minimax.

What are the context window sizes for MiniMax M2.7 and MiniMax M3.1 Flash?

MiniMax M2.7 supports 197K tokens and MiniMax M3.1 Flash supports 1.0M tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between MiniMax M2.7 and MiniMax M3.1 Flash?

Key differences include LLM Stats Score (35.4 vs 48.7), context window (197K vs 1.0M), input pricing ($0.30 vs $0.15/M), multimodal support (no vs yes), licensing (MIT vs Proprietary). See the full comparison above for benchmark-by-benchmark results.