- Rank
- #39
- Total Output Tokens
- 51,927
- Response Time (avg)
- 12.97s
- Total Cost
- $1.983
Claude Opus 4.8 (medium) vs Qwen3.8 Max (0902) (medium)
The average score is effectively tied at 8.8 vs 8.8. Qwen3.8 Max (0902) (medium) has the lower benchmark cost at $0.677 vs $1.983. Claude Opus 4.8 (medium) is faster at 12.97s vs 26.01s, with pass rates of 83.3% 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)
It has the best score here (8.8), while costing about 2.9x less than Claude Opus 4.8 (medium).
Detailed comparison
| Metric | Claude Opus 4.8 Claude Opus 4.8 medium | Qwen3.8 Max (0902) Qwen3.8 Max (0902) medium |
|---|---|---|
| Score | 8.8 | 8.8 |
| Rank | #39 | #36 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.2 | 9.3 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 83.3% | 83.3% |
| Flaky tests | 2 | 2 |
| Total Runs | 66 | 66 |
| Cost per result | 11.662 | 3.981 |
| Total Cost | $1.983 | $0.677 |
| Input Price | $5.000 / 1M | $2.000 / 1M |
| Output Price | $25.000 / 1M | $6.000 / 1M |
| Total Input Tokens | 138,448 | 96,323 |
| Output Tokens | 40,765 | 5,961 |
| Reasoning Tokens | 11,162 | 74,717 |
| Response Time (avg) | 12.97s | 26.01s |
| Response Time (max) | 70.54s | 168.09s |
| Response Time (total) | 285.29s | 572.19s |
| Parameters | ~5T total (~500B 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.
#39 Claude Opus 4.8
medium- Cost
- $0.057
- Time
- 23.1s
- Tokens
- 2,412 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 |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 3.95s | 834 | 1,179 | 478 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 15.33s | 10,590 | 9,945 | 1,381 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 9.9 | 10.0 | 100.0% | 0 | 54.29s | 101,005 | 19,531 | 4,762 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 7.1 | 5.6 | 83.3% | 1 | 12.29s | 10,503 | 481 | 312 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 3.6 | 7.2 | 22.2% | 1 | 18.11s | 972 | 7,476 | 2,987 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 2.46s | 708 | 237 | 0 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 3.32s | 909 | 373 | 320 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 3.95s | 894 | 791 | 483 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 8.96s | 11,775 | 301 | 225 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 3.0 | 10.0 | 0.0% | 0 | 6.14s | 258 | 451 | 214 | |
| Qwen3.8 Max (0902) | 3.0 | 10.0 | 0.0% | 0 | 17.01s | 204 | 21 | 2,252 |
Quick Compare
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