- Rank
- #300
- Total Output Tokens
- 19,069
- Response Time (avg)
- 9.07s
- Total Cost
- $0.034
Qwen3 Coder Next (medium) vs GLM 4.7 Flash (medium)
Qwen3 Coder Next (medium) leads on average score with 4.6 vs 4.3. Qwen3 Coder Next (medium) has the lower benchmark cost at $0.034 vs $0.168. Qwen3 Coder Next (medium) is faster at 9.07s vs 134.34s, with pass rates of 25.8% vs 31.8%.
Compared models
- Rank
- #306
- Total Output Tokens
- 419,534
- Response Time (avg)
- 134.34s
- Total Cost
- $0.168
Recommended model
Qwen3 Coder Next (medium)
It has the best score here (4.6), while costing about 5.1x less than GLM 4.7 Flash (medium).
Detailed comparison
| Metric | Qwen3 Coder Next Qwen3 Coder Next medium | GLM 4.7 Flash GLM 4.7 Flash medium |
|---|---|---|
| Score | 4.6 | 4.3 |
| Rank | #300 | #306 |
| Reliability | 10.0 | 8.6 |
| Consistency | 8.6 | 7.0 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 25.8% | 31.8% |
| Flaky tests | 4 | 8 |
| Total Runs | 66 | 66 |
| Cost per result | 1.058 | 4.180 |
| Total Cost | $0.034 | $0.168 |
| Input Price | $0.120 / 1M | $0.061 / 1M |
| Output Price | $0.800 / 1M | $0.400 / 1M |
| Total Input Tokens | 148,203 | 79,104 |
| Output Tokens | 19,069 | 42,254 |
| Reasoning Tokens | 0 | 377,280 |
| Response Time (avg) | 9.07s | 134.34s |
| Response Time (max) | 81.80s | 1539.97s |
| Response Time (total) | 154.19s | 2015.13s |
| Parameters | 80B total (3B active) | 30B total (3B active) |
| Availability | Open source | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#300 Qwen3 Coder Next
medium
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
#306 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
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 3.5 | 8.1 | 16.7% | 1 | 8.64s | 645 | 1,252 | 0 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 3.7 | 7.2 | 22.2% | 1 | 924ms | 7,185 | 336 | 0 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 14.65s | 121,413 | 16,067 | 0 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 6.5 | 10.0 | 50.0% | 0 | 81.80s | 7,758 | 246 | 0 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 3.6 | 7.2 | 22.2% | 1 | 570ms | 762 | 25 | 0 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 6.3 | 3.4 | 66.7% | 1 | 1.39s | 498 | 142 | 0 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 6.3 | 10.0 | 50.0% | 0 | 7.49s | 684 | 63 | 0 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 1.25s | 678 | 671 | 0 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 10.0 | 10.0 | 100.0% | 0 | 2.64s | 8,364 | 255 | 0 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 399ms | 216 | 12 | 0 | |
| GLM 4.7 Flash | 3.0 | 10.0 | 0.0% | 0 | 11.13s | 186 | 71 | 1,197 |
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