- Rank
- #34
- Total Output Tokens
- 697,731
- Response Time (avg)
- 173.96s
- Total Cost
- $1.797
Seed 2.1 Turbo (high) vs Qwen3.8 Max (0902) (medium)
Seed 2.1 Turbo (high) leads on average score with 8.9 vs 8.8. Qwen3.8 Max (0902) (medium) has the lower benchmark cost at $0.677 vs $1.797. Qwen3.8 Max (0902) (medium) is faster at 26.01s vs 173.96s, with pass rates of 78.8% vs 83.3%.
- Rank
- #36
- Total Output Tokens
- 80,678
- Response Time (avg)
- 26.01s
- Total Cost
- $0.677
Recommended model
Qwen3.8 Max (0902) (medium)
Its score stays close to the best score here (8.8 vs 8.9), while costing about 2.7x less than Seed 2.1 Turbo (high).
Detailed comparison
| Metric | Seed 2.1 Turbo Seed 2.1 Turbo high | Qwen3.8 Max (0902) Qwen3.8 Max (0902) medium |
|---|---|---|
| Score | 8.9 | 8.8 |
| Rank | #34 | #36 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.9 | 9.3 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 78.8% | 83.3% |
| Flaky tests | 3 | 2 |
| Total Runs | 66 | 66 |
| Cost per result | 11.230 | 3.981 |
| Total Cost | $1.797 | $0.677 |
| Input Price | $0.500 / 1M | $2.000 / 1M |
| Output Price | $2.500 / 1M | $6.000 / 1M |
| Total Input Tokens | 104,695 | 96,323 |
| Output Tokens | 6,645 | 5,961 |
| Reasoning Tokens | 691,086 | 74,717 |
| Response Time (avg) | 173.96s | 26.01s |
| Response Time (max) | 584.71s | 168.09s |
| Response Time (total) | 3827.19s | 572.19s |
| Parameters | ~200B total (~20B active) | 2.4T total (~100B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#34 Seed 2.1 Turbo
high- Cost
- $0.058
- Time
- 355.4s
- Tokens
- 23,053 tok
#36 Qwen3.8 Max (0902)
medium- Cost
- $0.036
- Time
- 108.3s
- Tokens
- 5,980 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 |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 8.2 | 7.9 | 83.3% | 1 | 47.01s | 906 | 374 | 31,640 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 5.03s | 672 | 295 | 2,003 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 10.0 | 10.0 | 100.0% | 0 | 336.02s | 8,220 | 370 | 194,578 | |
| Qwen3.8 Max (0902) | 8.4 | 7.4 | 88.9% | 1 | 45.74s | 7,893 | 551 | 20,628 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 10.0 | 10.0 | 100.0% | 0 | 408.85s | 74,377 | 4,732 | 152,138 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 94.38s | 68,852 | 3,895 | 24,303 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 10.0 | 10.0 | 100.0% | 0 | 33.70s | 8,544 | 246 | 11,954 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 10.54s | 7,782 | 261 | 2,591 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 2.9 | 7.2 | 11.1% | 1 | 506.22s | 828 | 10 | 268,420 | |
| Qwen3.8 Max (0902) | 3.6 | 7.2 | 22.2% | 1 | 49.45s | 780 | 44 | 19,572 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 6.5 | 3.4 | 66.7% | 1 | 25.69s | 573 | 206 | 3,897 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 7.56s | 516 | 202 | 689 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 9.8 | 10.0 | 100.0% | 0 | 7.66s | 816 | 71 | 1,918 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 4.24s | 699 | 90 | 886 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 10.0 | 10.0 | 100.0% | 0 | 27.26s | 867 | 399 | 13,904 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 5.89s | 696 | 353 | 1,599 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 10.0 | 10.0 | 100.0% | 0 | 25.97s | 9,297 | 228 | 1,221 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 5.93s | 8,229 | 249 | 194 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Seed 2.1 Turbo | 3.0 | 10.0 | 0.0% | 0 | 78.58s | 267 | 9 | 11,416 | |
| Qwen3.8 Max (0902) | 3.0 | 10.0 | 0.0% | 0 | 17.01s | 204 | 21 | 2,252 |
Quick Compare
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