- Rank
- #43
- Total Output Tokens
- 707,320
- Response Time (avg)
- 170.52s
- Total Cost
- $1.892
Seed 2.1 Turbo (high) vs Qwen3.8 Max (0902) (high)
The average score is effectively tied at 9.1 vs 9.1. Seed 2.1 Turbo (high) has the lower benchmark cost at $1.892 vs $3.306. Seed 2.1 Turbo (high) is faster at 170.52s vs 186.06s, with pass rates of 79.7% 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 (high)
It has the best score here (9.1), while costing about 1.7x less than Qwen3.8 Max (0902) (high).
Detailed comparison
| Metric | Seed 2.1 Turbo Seed 2.1 Turbo high | Qwen3.8 Max (0902) Qwen3.8 Max (0902) high |
|---|---|---|
| Score | 9.1 | 9.1 |
| Rank | #43 | #37 |
| Reliability | 10.0 | 9.8 |
| Consistency | 9.0 | 9.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 79.7% | 87.0% |
| Flaky tests | 3 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 11.129 | 18.364 |
| Total Cost | $1.892 | $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 | 246,954 | 328,637 |
| Output Tokens | 8,378 | 8,619 |
| Reasoning Tokens | 698,942 | 432,733 |
| Response Time (avg) | 170.52s | 186.06s |
| Response Time (max) | 584.71s | 912.78s |
| Response Time (total) | 3922.04s | 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.
#43 Seed 2.1 Turbo
high- Cost
- $0.058
- Time
- 355.4s
- Tokens
- 23,053 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 | 94.84s | 142,259 | 1,733 | 7,856 | |
| 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 | 47.01s | 906 | 374 | 31,640 | |
| 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 | 336.02s | 8,220 | 370 | 194,578 | |
| 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 | 408.85s | 74,377 | 4,732 | 152,138 | |
| 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 | 33.70s | 8,544 | 246 | 11,954 | |
| 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 | 506.22s | 828 | 10 | 268,420 | |
| 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 | 6.5 | 3.4 | 66.7% | 1 | 25.69s | 573 | 206 | 3,897 | |
| 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 | 7.66s | 816 | 71 | 1,918 | |
| 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 | 27.26s | 867 | 399 | 13,904 | |
| 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 | 25.97s | 9,297 | 228 | 1,221 | |
| 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 | 78.58s | 267 | 9 | 11,416 | |
| Qwen3.8 Max (0902) | 3.0 | 10.0 | 0.0% | 0 | 532.59s | 318 | 19 | 70,511 |
Quick Compare
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