Data points: 85
The readout for MiniMax M2.5 and MiniMax M2.7, before the detailed comparison sheet.
Decision read
MiniMax M2.7
MiniMax M2.7 currently has the stronger profile, with verified wins split 1 to 5.
Evidence depth
85 data points
Includes 8 benchmark rows, 1 audit samples, and 10 provider examples.
Selection signal
Start with MiniMax M2.7
The charts below split 19 high-signal samples across speed, scores, and audit health.
Model compare MiniMax M2.5 vs MiniMax M2.7minimax-m2-5-vs-minimax-m2-7 | Model A MiniMax M2.5 | Model B MiniMax M2.7 |
|---|---|---|
| Overall leader | Contender | Leading |
| Verified metric wins | 1 wins | 5 wins |
| Where it leads | Provider coverage | Cheapest input price, Average speed, First-token latency, Free providers, Recent tests |
Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.
| Metric | MiniMax M2.5 | MiniMax M2.7 |
|---|---|---|
| Input price | $0.300/M#15 |
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | MiniMax M2.5 | MiniMax M2.7 |
|---|---|---|
Winner: MiniMax M2.7 | MiniMax M2.5 MiniMaxAI/MiniMax-M2.5 No audit yet | MiniMax M2.7 FAST/minimax-m2.7 |
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
| Provider | MiniMax M2.5 | MiniMax M2.7 |
|---|---|---|
100 tests | MiniMax M2.5 speed / latency N/A / N/A input / output No data |
This report only uses LMSpeed data for MiniMax M2.5 and MiniMax M2.7: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Guidance | MiniMax M2.5 | MiniMax M2.7 |
|---|---|---|
| When to choose each model | MiniMax M2.5 MiniMax M2.5 is stronger when you prioritize Provider coverage. | MiniMax M2.7 MiniMax M2.7 is stronger when you prioritize Cheapest input price, Average speed, First-token latency, Free providers, Recent tests. |
TL;DR: MiniMax M2.7 leads across 85 verifiable data points, including pricing, speed, latency, benchmarks, and provider examples.
Continue from MiniMax M2.5 vs MiniMax M2.7 into nearby model comparisons with enough verified LMSpeed data.
| Model metadata | MiniMax M2.5 exposes 204.8K tokens; notable signals: Text input, Text output, Tool calling, Structured outputs. | MiniMax M2.7 exposes 204.8K tokens; notable signals: Text input, Text output, Tool calling, Structured outputs. |
|---|---|---|
| Developer | No data | No data |
| Context window | 204.8K tokens | 204.8K tokens |
| Max output | 196.6K tokens | 131.1K tokens |
| Released | Feb 2026 | Mar 2026 |
| Modalities | Input Text Output Text | Input Text Output Text |
| Features | Text inputText outputTool callingStructured outputsJSON modeReasoning | Text inputText outputTool callingStructured outputsJSON modeReasoning |
| Parameters | No data | No data |
| Tokenizer | Other | Other |
| Knowledge cutoff | No data | No data |
| OpenRouter ID | minimax/minimax-m2.5 | minimax/minimax-m2.7 |
| References | No data | No data |
| SciCode | 42.6%#33 | 47.0%#15 |
|---|
| HLE | 19.1%#42 | 28.1%#17 |
|---|
| GPQA | 84.8%#33 | 87.4%#18 |
|---|
| Output price | $1.20/M#18 | $1.20/M#18 |
|---|
| Blended price | $0.525/M#25 | $0.525/M#25 |
|---|
| Output speed | 157.1 tok/s#25 | 43.5 tok/s#97 |
|---|
| Time to first token | 5.40 s#83 | 1.59 s#61 |
|---|
Audit score
78
MiniMax M2.7
speed / latency
430 tok/s / 2470ms
input / output
No data
MiniMax100 tests | MiniMax M2.5 speed / latency 53 tok/s / 5949ms input / output No data | MiniMax M2.7 speed / latency 48 tok/s / 2290ms input / output No data |
|---|
NVIDIA NIM90 tests | MiniMax M2.5 speed / latency 79 tok/s / 3192ms input / output No data | MiniMax M2.7 speed / latency 31 tok/s / 16785ms input / output No data |
|---|
阿里云百炼 DashScope39 tests | MiniMax M2.5 speed / latency 55 tok/s / 12842ms input / output No data | MiniMax M2.7 speed / latency 30 tok/s / 15154ms input / output No data |
|---|
SCNET25 tests | MiniMax M2.5 speed / latency 40 tok/s / 13540ms input / output No data | MiniMax M2.7 speed / latency N/A / N/A input / output No data |
|---|
MiniMax M2.5 minimaxai/minimax-m2.5 speed / latency No data input / output $0/M / $0/M | MiniMax M2.7 ollama/minimax-m2.7 speed / latency No data input / output $0/M / $0/M |
MiniMax M2.5 minimaxai/minimax-m2.5 speed / latency No data input / output $0/M / $0/M | MiniMax M2.7 minimax-m2.7 speed / latency No data input / output $0.300/M / $1.20/M |
MiniMax M2.5 minimax/minimax-m2.5:free speed / latency No data input / output $0/M / $0/M | MiniMax M2.7 minimax-m2.7:cloud speed / latency No data input / output $75.00/M / $75.00/M |
MiniMax M2.5 minimaxai/minimax-m2.5 speed / latency No data input / output $0/M / $0/M | MiniMax M2.7 ollama/minimax-m2.7 speed / latency No data input / output $0/M / $0/M |
MiniMax M2.5 李/minimaxai/minimax-m2.5 speed / latency No data input / output $0/M / $0/M | MiniMax M2.7 英伟达/minimaxai/minimax-m2.7 speed / latency No data input / output $0/M / $0/M |
Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.
