- Rank
- #348
- Total Output Tokens
- 290,496
- Response Time (avg)
- 102.32s
- Total Cost
- $0.440
MiniMax M2.5 (medium) vs GLM 4.7 Flash (medium)
MiniMax M2.5 (medium) leads on average score with 4.3 vs 4.2. GLM 4.7 Flash (medium) has the lower benchmark cost at $0.193 vs $0.440. MiniMax M2.5 (medium) is faster at 102.32s vs 150.90s, with pass rates of 42.0% vs 30.4%.
Compared models
- Rank
- #349
- Total Output Tokens
- 464,375
- Response Time (avg)
- 150.90s
- Total Cost
- $0.193
Recommended model
GLM 4.7 Flash (medium)
Its score stays close to the best score here (4.2 vs 4.3), while costing about 2.3x less than MiniMax M2.5 (medium).
Detailed comparison
| Metric | MiniMax M2.5 MiniMax M2.5 medium | GLM 4.7 Flash GLM 4.7 Flash medium |
|---|---|---|
| Score | 4.3 | 4.2 |
| Rank | #348 | #349 |
| Reliability | 9.3 | 9.4 |
| Consistency | 6.8 | 7.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 42.0% | 30.4% |
| Flaky tests | 9 | 8 |
| Total Runs | 69 | 69 |
| Cost per result | 7.104 | 4.822 |
| Total Cost | $0.440 | $0.193 |
| Input Price | $0.270 / 1M | $0.061 / 1M |
| Output Price | $1.080 / 1M | $0.400 / 1M |
| Cache Read Price | $0.027 / 1M | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 188,239 | 228,711 |
| Output Tokens | 27,822 | 42,254 |
| Reasoning Tokens | 262,674 | 422,121 |
| Response Time (avg) | 102.32s | 150.90s |
| Response Time (max) | 600.81s | 1539.97s |
| Response Time (total) | 1637.05s | 2414.33s |
| Parameters | 230B total (10B active) | 30B total (3B active) |
| Availability | Weights available | Open source |
Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#348 MiniMax M2.5
medium
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
#349 GLM 4.7 Flash
medium
No output was saved. The original provider response or failure reason is unavailable.
- Cost
- $0.000
- Time
- 186.2s
- Tokens
- 12,112 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
| Agentic | 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 | 600.81s | 45,618 | 7,413 | 10,854 | |
| GLM 4.7 Flash | 3.9 | 9.6 | 0.0% | 0 | 399.20s | 149,607 | 0 | 44,841 |
| 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 | 4.7 | 5.9 | 41.7% | 2 | 14.95s | 555 | 1,122 | 6,110 |
| 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 | 3.2 | 7.4 | 11.1% | 1 | 55.33s | 3,106 | 4,981 | 22,387 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| MiniMax M2.5 | 3.7 | 1.8 | 50.0% | 2 | 83.19s | 119,959 | 16,687 | 18,834 | |
| GLM 4.7 Flash | 2.9 | 6.0 | 16.7% | 1 | 802.77s | 59,030 | 2,585 | 305,678 |
| 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 | 6.3 | 10.0 | 50.0% | 0 | 1.51s | 7,107 | 584 | 2,755 |
| 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 | 7.2 | 11.1% | 1 | 158.88s | 368 | 14 | 45,372 | |
| GLM 4.7 Flash | 3.5 | 4.4 | 33.3% | 2 | 96.74s | 696 | 31,500 | 28,565 |
| 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 | 3.6 | 9.7 | 0.0% | 0 | 18.14s | 318 | 18 | 2,138 |
| 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 | 6.2 | 5.8 | 66.7% | 1 | 2.97s | 636 | 388 | 2,181 |
| 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 | 2.9 | 7.2 | 11.1% | 1 | 12.93s | 521 | 781 | 5,255 |
| 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 | 10.0 | 10.0 | 100.0% | 0 | 15.95s | 6,949 | 224 | 1,014 |
| 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 | 11.13s | 186 | 71 | 1,197 |
Quick Compare
Switch Comparison Pair
gpt-oss-120bnonevsGLM 4.7 FlashmediumMercury 2nonevsMiniMax M2.5mediumMercury 2.5nonevsGLM 4.7 FlashmediumMiniMax M2.5mediumvsgpt-oss-120bnoneGranite 4.2 8BnonevsMiniMax M2.5mediumMercury 2nonevsGLM 4.7 FlashmediumTrinity Large PreviewnoneFree AvailablevsMiniMax M2.5mediumKAT Coder AIR V2.5nonevsMiniMax M2.5mediumMercury 2.5nonevsMiniMax M2.5mediumMiniMax M2.5mediumvsNemotron 3 SupernoneFree AvailableGranite 4.2 8BnonevsGLM 4.7 FlashmediumRing 2.6 1tnonevsMiniMax M2.5medium