AI BENCHY Compare
MiniMax: MiniMax M2.5 vs OpenAI: GPT-5.4
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Last updated at: 2026-03-05
| Metric | MiniMax: MiniMax M2.5 medium Release: 2026-02-12 | OpenAI: GPT-5.4 none Release: 2026-03-05 |
|---|---|---|
| Rank | #42 | #44 |
| Avg Score | 4.8 | 4.6 |
| Tests Correct | ||
| Consistency | 5.8 | 8.9 |
| Cost per result | 4.937 | 1.496 |
| Total Cost | $0.247 | $0.090 |
| Attempt pass rate | 62.2% | 44.4% |
| Flaky tests | 8 | 2 |
| common.totalAttempts | 45 (15 x 3) | 45 (15 x 3) |
| Output Tokens | 107,019 | 1,635 |
| Reasoning Tokens | 204,504 | 0 |
| Response Time (avg) | 47.58s | 1.46s |
| Response Time (max) | 237.27s | 2.89s |
| Response Time (total) | 380.62s | 21.86s |
Response Time (avg)
Score vs Total Cost
Avg Score vs Response Time (avg)
Category Breakdown
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| MiniMax: MiniMax M2.5 | 9.3 | 7.9 | 88.9% | 1 | 32.42s | 286 | 45,112 | |
| OpenAI: GPT-5.4 | 10.0 | 7.3 | 11.1% | 1 | 1.41s | 388 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| MiniMax: MiniMax M2.5 | 10.0 | 2.1 | 66.7% | 1 | 60.39s | 740 | 9,713 | |
| OpenAI: GPT-5.4 | 10.0 | 10.0 | 0.0% | 0 | 2.89s | 291 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| MiniMax: MiniMax M2.5 | 10.0 | 1.7 | 66.7% | 2 | 7.48s | 266 | 3,835 | |
| OpenAI: GPT-5.4 | 9.9 | 10.0 | 100.0% | 0 | 1.04s | 222 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| MiniMax: MiniMax M2.5 | 10.0 | 4.4 | 22.2% | 2 | 237.27s | 105,047 | 133,487 | |
| OpenAI: GPT-5.4 | 4.0 | 7.2 | 44.4% | 1 | 1.07s | 50 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| MiniMax: MiniMax M2.5 | 8.0 | 6.8 | 83.3% | 1 | 4.64s | 252 | 1,873 | |
| OpenAI: GPT-5.4 | 5.5 | 10.0 | 50.0% | 0 | 1.07s | 81 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| MiniMax: MiniMax M2.5 | 4.0 | 7.2 | 44.4% | 1 | 11.54s | 159 | 9,547 | |
| OpenAI: GPT-5.4 | 4.0 | 9.8 | 33.3% | 0 | 1.52s | 357 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|
| MiniMax: MiniMax M2.5 | 10.0 | 10.0 | 100.0% | 0 | 15.35s | 269 | 937 | |
| OpenAI: GPT-5.4 | 10.0 | 10.0 | 100.0% | 0 | 2.75s | 246 | 0 |
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