Data points: 85
The readout for GPT-5.2 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 2 to 4.
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 GPT-5.2 vs MiniMax M2.7gpt-5-2-vs-minimax-m2-7 | Model A GPT-5.2 | Model B MiniMax M2.7 |
|---|---|---|
| Overall leader | Contender | Leading |
| Verified metric wins | 2 wins | 4 wins |
| Where it leads | First-token latency, Provider coverage | Cheapest input price, Average speed, Free providers, Recent tests |
| Model metadata | GPT-5.2 exposes 128K tokens; notable signals: Text input, Image input, File input, Text output. | MiniMax M2.7 exposes 204.8K tokens; notable signals: Text input, Text output, Tool calling, Structured outputs. |
| Developer | OpenAI | No data |
| Context window | 128K tokens | 204.8K tokens |
| Max output | 16.4K tokens | 131.1K tokens |
| Released | Dec 2025 | Mar 2026 |
| Modalities | Input FileImageText Output Text | Input Text Output Text |
| Features | Text inputImage inputFile inputText outputTool callingStructured outputsJSON mode | Text inputText outputTool callingStructured outputsJSON modeReasoning |
| Parameters | No data | No data |
| Tokenizer | GPT | Other |
| Knowledge cutoff | No data | No data |
| OpenRouter ID | openai/gpt-5.2-chat | minimax/minimax-m2.7 |
| References | No data | No data |
Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.
| Metric | GPT-5.2 | MiniMax M2.7 |
|---|---|---|
| GPQA | 90.3%#9 | 87.4%#18 |
| HLE | 35.4%#9 | 28.1%#17 |
| SciCode | 52.1%#9 | 47.0%#15 |
| Input price | $1.75/M#35 | $0.300/M#15 |
| Output price | $14.00/M#43 | $1.20/M#18 |
| Blended price | $4.81/M#62 | $0.525/M#25 |
| Time to first token | 115.69 s#108 | 1.59 s#61 |
| Output speed | 72.8 tok/s#71 | 43.5 tok/s#97 |
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | GPT-5.2 | MiniMax M2.7 |
|---|---|---|
6345ywz APIWinner: MiniMax M2.7 | GPT-5.2 gpt-5.2 No audit yet | MiniMax M2.7 FAST/minimax-m2.7 Audit score 78 766668100 |
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
| Provider | GPT-5.2 | MiniMax M2.7 |
|---|---|---|
6345ywz API100 tests | GPT-5.2 speed / latency N/A / N/A input / output No data | MiniMax M2.7 speed / latency 430 tok/s / 2470ms input / output No data |
N1N15 tests | GPT-5.2 speed / latency 56 tok/s / 1798ms input / output No data | MiniMax M2.7 speed / latency N/A / N/A input / output No data |
星见雅 API15 tests | GPT-5.2 speed / latency 52 tok/s / 2671ms input / output No data | MiniMax M2.7 speed / latency N/A / N/A input / output No data |
PackyAPI10 tests | GPT-5.2 speed / latency 94 tok/s / 11492ms input / output No data | MiniMax M2.7 speed / latency N/A / N/A input / output No data |
小水管 API10 tests | GPT-5.2 speed / latency 71 tok/s / 2893ms input / output No data | MiniMax M2.7 speed / latency 90 tok/s / 2719ms input / output No data |
GPT-5.2 gpt-5.2 speed / latency No data input / output $1.75/M / $14.00/M | MiniMax M2.7 minimaxai/minimax-m2.7 speed / latency No data input / output $0/M / $0/M | |
GPT-5.2 gpt-5.2 speed / latency No data input / output $2.00/M / $16.00/M | MiniMax M2.7 minimax-m2.7 speed / latency No data input / output $0.0010/M / $0.0010/M | |
GPT-5.2 gpt-5.2 speed / latency No data input / output $0.0027/M / $0.0027/M | MiniMax M2.7 MiniMax-M2.7 speed / latency No data input / output $0.288/M / $1.15/M | |
GPT-5.2 gpt-5.2-all speed / latency No data input / output $0.0068/M / $0.0068/M | MiniMax M2.7 MiniMax-M2.7 speed / latency No data input / output $0.288/M / $1.15/M | |
GPT-5.2 gpt-5.2-all speed / latency No data input / output $0.0068/M / $0.0068/M | MiniMax M2.7 MiniMax-M2.7 speed / latency No data input / output $0.288/M / $1.15/M |
This report only uses LMSpeed data for GPT-5.2 and MiniMax M2.7: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Guidance | GPT-5.2 | MiniMax M2.7 |
|---|---|---|
| When to choose each model | GPT-5.2 GPT-5.2 is stronger when you prioritize First-token latency, Provider coverage. | MiniMax M2.7 MiniMax M2.7 is stronger when you prioritize Cheapest input price, Average speed, 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 GPT-5.2 vs MiniMax M2.7 into nearby model comparisons with enough verified LMSpeed data.
Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.
