Data points: 72
Model compare
The readout for GPT-4 and MiniMax M2.7, before the detailed comparison sheet.
Weighted outcome: GPT-4. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Decision read
GPT-4
GPT-4 has the higher weighted result; Model A / B score 88 to 12.
Evidence depth
72 data points
Includes 3 benchmark rows, 0 audit samples, and 8 provider examples.
Selection signal
Start with GPT-4
The charts below split 11 high-signal samples across speed, scores, and audit health.
Switch either side of this report to compare another model with the same LMSpeed data pipeline.
Select a different model to open a new comparison URL.
This report only uses LMSpeed data for GPT-4 and MiniMax M2.7: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
| Model compare | GPT-4 | MiniMax M2.7 |
|---|---|---|
| Overall leader | Leading | Contender |
| Weighted overall score | 88.0 pts | 12.0 pts |
| Benchmark category leads | 1 categories | 0 categories |
| Operational advantages | First-token latency, Free providers | Cheapest input price, Average speed, Provider coverage |
| Context window | 8.2K tokens | 204.8K tokens |
| Max output | 4.1K tokens | 131.1K tokens |
| Modalities | Input Text Output Text | Input Text |
The overall result weights benchmark capability categories at 80% and price, API speed/latency, and availability at 20%. Recent test volume does not affect the winner, and missing benchmark categories are excluded.
| Model compare | GPT-4 | MiniMax M2.7 |
|---|---|---|
| Developer | OpenAI | MiniMax |
| Released | May 2023 | Mar 2026 |
| Parameters | No data | No data |
| Tokenizer | GPT | Other |
| Knowledge cutoff | 2021-09-30 | No data |
| OpenRouter ID | openai/gpt-4 | minimax/minimax-m2.7 |
| References | No data | No data |
This report only uses LMSpeed data for GPT-4 and MiniMax M2.7: pricing, speed aggregates, third-party benchmark scores, and shared provider samples.
GPT-4
GPT-4 is stronger in benchmark categories (Coding) and operational dimensions (First-token latency, Free providers).
MiniMax M2.7
MiniMax M2.7 has these operational advantages: Cheapest input price, Average speed, Provider coverage.
Third-party benchmark profile synced into LMSpeed; only metrics available for both models are shown.
Compare benchmark category scores on a 0-100 scale. Select a category to inspect the gap.
Avg. score
GPT-4
49.5
Avg. score
MiniMax M2.7
51
MiniMax M2.7
GPT-4 leads by 2.3
MiniMax M2.7
MiniMax M2.7
No data
No data
No data
MiniMax M2.7
Metric-level scores with benchmark source, rank depth, confidence, error, and evaluation date where available.
GPT-4
$37.50/M
Rank #160/162 · confidence 4
MiniMax M2.7
winner$0.525/M
Rank #41/162 · confidence 4
GPT-4
$60.00/M
Rank #155/162 · confidence 4
MiniMax M2.7
winner$1.20/M
Rank #43/162 · confidence 4
GPT-4
$30.00/M
Rank #160/162 · confidence 4
MiniMax M2.7
winner$0.300/M
Rank #46/162 · confidence 4
Latest completed audits from shared providers, with four safety and integrity score groups plus report links.
| Provider | GPT-4 | MiniMax M2.7 |
|---|---|---|
| No completed audits are available from shared providers yet. | ||
Speed aggregates and input/output pricing share each provider row for real API selection and migration cost checks.
| Provider | GPT-4 | MiniMax M2.7 |
|---|---|---|
5 tests | GPT-4 speed / latency N/A / N/A input / output No data | MiniMax M2.7 speed / latency 35 tok/s / 13310ms input / output No data |
5 tests | GPT-4 speed / latency N/A / N/A input / output No data | MiniMax M2.7 speed / latency 44 tok/s / 8756ms input / output No data |
5 tests | GPT-4 speed / latency N/A / N/A input / output No data | MiniMax M2.7 speed / latency 40 tok/s / 5885ms input / output No data |
5 tests | GPT-4 speed / latency N/A / N/A input / output No data | MiniMax M2.7 speed / latency 90 tok/s / 2719ms input / output No data |
5 tests | GPT-4 speed / latency N/A / N/A input / output No data | MiniMax M2.7 speed / latency 30 tok/s / 14957ms input / output No data |
GPT-4 gpt-4-all speed / latency No data input / output $0.011/request | MiniMax M2.7 MiniMax-M2.7 speed / latency No data input / output $0.288/M | |
GPT-4 gpt-4-all speed / latency No data input / output $0.011/request | MiniMax M2.7 MiniMax-M2.7 speed / latency No data input / output $0.288/M | |
GPT-4 gpt-4-all speed / latency No data input / output $0.014/request | MiniMax M2.7 minimax-m2.7 speed / latency No data input / output $0.288/M |
Weighted outcome: GPT-4. Benchmark capability categories carry 80%, while price, API performance, and availability carry 20%.
Output
| Features | Text inputText outputTool callingStructured outputsJSON mode | Text inputText outputTool callingStructured outputsJSON modeReasoning |
|---|
