- Rank
- #71
- Total Output Tokens
- 102,691
- Response Time (avg)
- 22.71s
- Total Cost
- $1.585
Gemini 3.1 Pro Preview (medium) vs GLM 5.2 (high)
Gemini 3.1 Pro Preview (medium) leads on average score with 8.4 vs 8.4. Gemini 3.1 Pro Preview (medium) has the lower benchmark cost at $1.585 vs $1.620. Gemini 3.1 Pro Preview (medium) is faster at 22.71s vs 69.11s, with pass rates of 89.9% vs 71.0%.
Compared models
- Rank
- #75
- Total Output Tokens
- 382,582
- Response Time (avg)
- 69.11s
- Total Cost
- $1.620
Recommended model
Gemini 3.1 Pro Preview (medium)
It has the best score here (8.4), while responding about 3.0x faster than GLM 5.2 (high).
Detailed comparison
| Metric | Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview medium | GLM 5.2 GLM 5.2 high |
|---|---|---|
| Score | 8.4 | 8.4 |
| Rank | #71 | #75 |
| Reliability | 9.8 | 10.0 |
| Consistency | 9.6 | 8.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 89.9% | 71.0% |
| Flaky tests | 1 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 7.924 | 7.314 |
| Total Cost | $1.585 | $1.620 |
| Input Price | $2.000 / 1M | $0.325 / 1M |
| Output Price | $12.000 / 1M | $3.990 / 1M |
| Total Input Tokens | 176,208 | 288,913 |
| Output Tokens | 6,093 | 79,462 |
| Reasoning Tokens | 96,598 | 303,120 |
| Response Time (avg) | 22.71s | 69.11s |
| Response Time (max) | 88.68s | 599.43s |
| Response Time (total) | 386.11s | 1589.43s |
| Parameters | ~1.2T total (~20B active) | 744B total (40B active) |
| Availability | Closed | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#71 Gemini 3.1 Pro Preview
medium- Cost
- $0.115
- Time
- 87.2s
- Tokens
- 9,629 tok
#75 GLM 5.2
high
Reached the allocated time limit (300 seconds) without receiving showcase output.
- 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
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 4.7 | 1.6 | 66.7% | 1 | 56.17s | 83,912 | 861 | 4,592 | |
| GLM 5.2 | 10.0 | 10.0 | 100.0% | 0 | 52.45s | 205,091 | 7,422 | 10,505 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 7.90s | 498 | 112 | 3,218 | |
| GLM 5.2 | 10.0 | 10.0 | 100.0% | 0 | 5.80s | 639 | 406 | 2,660 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 7.9 | 9.9 | 66.7% | 0 | 40.17s | 8,124 | 435 | 41,247 | |
| GLM 5.2 | 6.4 | 8.6 | 33.3% | 0 | 73.03s | 5,124 | 2,302 | 22,546 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 9.8 | 10.0 | 100.0% | 0 | 40.39s | 67,910 | 3,687 | 23,111 | |
| GLM 5.2 | 10.0 | 10.0 | 100.0% | 0 | 321.47s | 61,516 | 18,824 | 63,861 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 7.72s | 7,265 | 279 | 3,904 | |
| GLM 5.2 | 10.0 | 10.0 | 100.0% | 0 | 5.81s | 7,143 | 435 | 1,414 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 7.7 | 10.0 | 66.7% | 0 | 20.29s | 644 | 18 | 11,704 | |
| GLM 5.2 | 3.1 | 6.5 | 11.1% | 1 | 126.85s | 560 | 49,045 | 157,522 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 11.77s | 490 | 108 | 1,179 | |
| GLM 5.2 | 10.0 | 10.0 | 100.0% | 0 | 12.90s | 498 | 63 | 1,743 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 9.56s | 621 | 72 | 2,236 | |
| GLM 5.2 | 10.0 | 10.0 | 100.0% | 0 | 4.26s | 678 | 151 | 1,210 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 6.90s | 570 | 235 | 3,128 | |
| GLM 5.2 | 6.0 | 4.6 | 66.7% | 2 | 33.71s | 665 | 568 | 22,392 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 23.15s | 6,018 | 274 | 982 | |
| GLM 5.2 | 10.0 | 10.0 | 100.0% | 0 | 9.25s | 6,861 | 246 | 503 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Pro Preview | 10.0 | 10.0 | 100.0% | 0 | 6.27s | 156 | 12 | 1,297 | |
| GLM 5.2 | 3.0 | 10.0 | 0.0% | 0 | 127.82s | 138 | 0 | 18,764 |
Quick Compare
Switch Comparison Pair
Gemini 3.1 Pro PreviewmediumvsInklinghighFree AvailableGemini 3.1 Pro PreviewmediumvsMuse Glimmer 30BxhighGemini 3.1 Pro PreviewmediumvsMuse Spark 1.1highGemini 3.1 Pro PreviewmediumvsQwen3.8 2.4T A95BlowDeepSeek V4 Flash 0731highvsGemini 3.1 Pro PreviewmediumKimi K3maxvsGLM 5.2highMuse Glimmer 30BxhighvsGLM 5.2highGPT-5 MinimediumvsGLM 5.2highQwen3.8 2.4T A95BlowvsGLM 5.2highGemini 3.1 Pro PreviewmediumvsGPT-5.6 TerrahighGPT-6 LunamediumvsGLM 5.2highClaude Opus 4.8mediumvsGLM 5.2high