- Rank
- #29
- Total Output Tokens
- 609,333
- Response Time (avg)
- 161.25s
- Total Cost
- $1.645
Seed 2.1 Turbo (low) vs Qwen3.8 Max (0902) (high)
Seed 2.1 Turbo (low) leads on average score with 9.3 vs 9.1. Seed 2.1 Turbo (low) has the lower benchmark cost at $1.645 vs $3.306. Seed 2.1 Turbo (low) is faster at 161.25s vs 186.06s, with pass rates of 81.2% vs 87.0%.
Compared models
- Rank
- #37
- Total Output Tokens
- 441,352
- Response Time (avg)
- 186.06s
- Total Cost
- $3.306
Recommended model
Seed 2.1 Turbo (low)
It has the best score here (9.3), while costing about 2.0x less than Qwen3.8 Max (0902) (high).
Detailed comparison
| Metric | Seed 2.1 Turbo Seed 2.1 Turbo low | Qwen3.8 Max (0902) Qwen3.8 Max (0902) high |
|---|---|---|
| Score | 9.3 | 9.1 |
| Rank | #29 | #37 |
| Reliability | 10.0 | 9.8 |
| Consistency | 9.3 | 9.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 81.2% | 87.0% |
| Flaky tests | 2 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 9.135 | 18.364 |
| Total Cost | $1.645 | $3.306 |
| Input Price | $0.500 / 1M | $2.000 / 1M |
| Output Price | $2.500 / 1M | $6.000 / 1M |
| Cache Read Price | N/A | $0.250 / 1M |
| Cache Write Price | N/A | $2.500 / 1M |
| Total Input Tokens | 241,855 | 328,637 |
| Output Tokens | 8,387 | 8,619 |
| Reasoning Tokens | 600,946 | 432,733 |
| Response Time (avg) | 161.25s | 186.06s |
| Response Time (max) | 739.98s | 912.78s |
| Response Time (total) | 3708.70s | 4279.49s |
| Parameters | ~200B total (~20B active) | 2.4T total (~100B active) |
| Availability | Closed | Closed |
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.
#29 Seed 2.1 Turbo
low- Cost
- $0.049
- Time
- 298.8s
- Tokens
- 19,730 tok
#37 Qwen3.8 Max (0902)
high
Reached the allocated time limit (600 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 600.0s
- Tokens
- 0 tok
Category Breakdown
| Agentic | 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 | 102.83s | 137,391 | 1,543 | 10,554 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 197.08s | 219,411 | 1,729 | 20,180 |
| 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 | 34.78s | 906 | 624 | 22,595 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 15.86s | 1,128 | 263 | 6,631 |
| 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 | 360.85s | 8,220 | 385 | 207,368 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 253.22s | 8,235 | 418 | 91,734 |
| 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 | 359.97s | 74,199 | 4,604 | 132,545 | |
| Qwen3.8 Max (0902) | 8.7 | 6.9 | 83.3% | 1 | 110.39s | 79,527 | 5,215 | 28,102 |
| 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 | 34.55s | 8,544 | 246 | 12,576 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 16.37s | 8,010 | 261 | 3,598 |
| 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 | 424.53s | 775 | 8 | 166,776 | |
| Qwen3.8 Max (0902) | 5.9 | 7.2 | 55.6% | 1 | 658.46s | 842 | 31 | 154,450 |
| General Intelligence | 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 | 41.83s | 573 | 235 | 6,851 | |
| Qwen3.8 Max (0902) | 6.5 | 3.4 | 66.7% | 1 | 75.11s | 630 | 80 | 8,110 |
| 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 | 5.05s | 816 | 72 | 1,271 | |
| Qwen3.8 Max (0902) | 9.8 | 10.0 | 100.0% | 0 | 7.55s | 927 | 86 | 1,823 |
| 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 | 23.45s | 867 | 430 | 12,087 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 134.14s | 1,038 | 268 | 47,351 |
| 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 | 27.40s | 9,297 | 228 | 1,452 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 5.21s | 8,571 | 249 | 243 |
| 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 | 171.92s | 267 | 12 | 26,871 | |
| Qwen3.8 Max (0902) | 3.0 | 10.0 | 0.0% | 0 | 532.59s | 318 | 19 | 70,511 |
Quick Compare
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