#178 MiniMax M2.5
medium
Invalid SVG
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
AI BENCHY Compare
MiniMax: MiniMax M2.5 vs Z.ai: GLM 4.7 Flash
Summary
GLM 4.7 Flash leads on average score with 4.9 vs 4.7. GLM 4.7 Flash has the lower benchmark cost at $0.004 vs $0.303. GLM 4.7 Flash is faster at 2.86s vs 65.37s, with pass rates of 46.0% vs 36.5%.
Recommended modelGLM 4.7 FlashIt has the best score here (4.9), while costing about 90.2x less than MiniMax M2.5 (medium).
Last updated at: 2026-07-16
| Metric | MiniMax M2.5 MiniMax M2.5 medium | GLM 4.7 Flash GLM 4.7 Flash none |
|---|---|---|
| Score | 4.7 | 4.9 |
| Rank | #178 | #173 |
| Reliability | 10.0 | 10.0 |
| Consistency | 6.5 | 8.8 |
| Tests Correct | ||
| Attempt pass rate | 46.0% | 36.5% |
| Flaky tests | 9 | 3 |
| Total Runs | 63 | 63 |
| Cost per result | 7.900 | 0.056 |
| Total Cost | $0.303 | $0.004 |
| Input Price | $0.150 / 1M | $0.061 / 1M |
| Output Price | $0.900 / 1M | $0.400 / 1M |
| Total Input Tokens | 43,706 | 38,745 |
| Output Tokens | 109,495 | 2,521 |
| Reasoning Tokens | 330,814 | 0 |
| Response Time (avg) | 65.37s | 2.86s |
| Response Time (max) | 251.36s | 7.05s |
| Response Time (total) | 849.76s | 40.04s |
Generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#173 GLM 4.7 Flash
none
Invalid SVG
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
Top Models by Score
Score vs Total Cost
Response Time (avg)
Score vs Response Time (avg)
Total Output Tokens
Score vs Total Output Tokens
Category Breakdown
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| MiniMax M2.5 | 7.9 | 6.3 | 83.3% | 2 | 20.82s | 612 | 286 | 45,344 | |
| GLM 4.7 Flash | 5.2 | 7.9 | 41.7% | 1 | 5.51s | 555 | 438 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| MiniMax M2.5 | 3.4 | 9.1 | 0.0% | 0 | 188.58s | 6,076 | 357 | 106,177 | |
| GLM 4.7 Flash | 4.3 | 10.0 | 0.0% | 0 | 2.54s | 7,256 | 650 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| MiniMax M2.5 | 4.5 | 2.1 | 66.7% | 1 | 60.39s | 21,104 | 740 | 9,713 | |
| GLM 4.7 Flash | 3.0 | 10.0 | 0.0% | 0 | 3.22s | 14,325 | 704 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| MiniMax M2.5 | 4.6 | 1.7 | 66.7% | 2 | 7.48s | 6,584 | 266 | 3,835 | |
| GLM 4.7 Flash | 7.3 | 5.8 | 83.3% | 1 | 4.82s | 7,107 | 196 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| MiniMax M2.5 | 2.9 | 4.4 | 22.2% | 2 | 237.27s | 308 | 105,047 | 133,487 | |
| GLM 4.7 Flash | 7.7 | 10.0 | 66.7% | 0 | 744ms | 687 | 19 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| MiniMax M2.5 | 3.8 | 2.5 | 33.3% | 1 | 6.63s | 492 | 25 | 1,686 | |
| GLM 4.7 Flash | 4.0 | 10.0 | 0.0% | 0 | 1.59s | 477 | 134 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| MiniMax M2.5 | 7.5 | 10.0 | 50.0% | 0 | 621ms | 699 | 156 | 1,495 | |
| GLM 4.7 Flash | 6.5 | 10.0 | 50.0% | 0 | 888ms | 636 | 62 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| MiniMax M2.5 | 5.3 | 7.2 | 44.4% | 1 | 11.21s | 495 | 1,069 | 9,605 | |
| GLM 4.7 Flash | 6.4 | 10.0 | 33.3% | 0 | 1.20s | 609 | 97 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| MiniMax M2.5 | 10.0 | 10.0 | 100.0% | 0 | 15.35s | 7,123 | 269 | 937 | |
| GLM 4.7 Flash | 2.8 | 1.6 | 33.3% | 1 | 7.05s | 6,907 | 212 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| MiniMax M2.5 | 3.0 | 10.0 | 0.0% | 0 | 80.79s | 213 | 1,280 | 18,535 | |
| GLM 4.7 Flash | 3.0 | 10.0 | 0.0% | 0 | 692ms | 186 | 9 | 0 |
Quick Compare
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