- Rank
- #143
- Total Output Tokens
- 69,489
- Response Time (avg)
- 17.13s
- Total Cost
- $3.787
Claude Opus 4.8 (low) vs Qwen3.5 Plus 2026-02-15 (medium)
The average score is effectively tied at 7.2 vs 7.2. Qwen3.5 Plus 2026-02-15 (medium) has the lower benchmark cost at $0.567 vs $3.787. Claude Opus 4.8 (low) is faster at 17.13s vs 97.68s, with pass rates of 78.3% vs 72.5%.
Compared models
- Rank
- #140
- Total Output Tokens
- 302,730
- Response Time (avg)
- 97.68s
- Total Cost
- $0.567
Recommended model
Qwen3.5 Plus 2026-02-15 (medium)
It has the best score here (7.2), while costing about 6.7x less than Claude Opus 4.8 (low).
Detailed comparison
| Metric | Claude Opus 4.8 Claude Opus 4.8 low | Qwen3.5 Plus 2026-02-15 Qwen3.5 Plus 2026-02-15 medium |
|---|---|---|
| Score | 7.2 | 7.2 |
| Rank | #143 | #140 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.6 | 7.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 78.3% | 72.5% |
| Flaky tests | 4 | 6 |
| Total Runs | 69 | 69 |
| Cost per result | 23.669 | 4.047 |
| Total Cost | $3.787 | $0.567 |
| Input Price | $5.000 / 1M | $0.260 / 1M |
| Output Price | $25.000 / 1M | $1.560 / 1M |
| Total Input Tokens | 409,947 | 249,486 |
| Output Tokens | 46,060 | 14,481 |
| Reasoning Tokens | 23,429 | 288,249 |
| Response Time (avg) | 17.13s | 97.68s |
| Response Time (max) | 127.97s | 304.85s |
| Response Time (total) | 394.01s | 1562.81s |
| Parameters | ~5T total (~500B active) | ~397B total (~17B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#143 Claude Opus 4.8
low- Cost
- $0.031
- Time
- 14.1s
- Tokens
- 1,345 tok
#140 Qwen3.5 Plus 2026-02-15
medium- Cost
- $0.011
- Time
- 125.5s
- Tokens
- 7,040 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
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 4.7 | 3.1 | 33.3% | 1 | 110.68s | 253,425 | 3,004 | 14,248 | |
| Qwen3.5 Plus 2026-02-15 | 6.1 | 3.1 | 66.7% | 1 | 186.40s | 135,917 | 4,658 | 23,363 |
| 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 | 3.30s | 834 | 793 | 371 | |
| Qwen3.5 Plus 2026-02-15 | 8.2 | 7.9 | 83.3% | 1 | 45.78s | 672 | 205 | 21,236 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 6.6 | 4.6 | 77.8% | 2 | 7.58s | 10,590 | 3,637 | 809 | |
| Qwen3.5 Plus 2026-02-15 | 6.6 | 7.1 | 44.4% | 1 | 180.70s | 6,950 | 420 | 80,595 |
| 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 | 36.87s | 119,079 | 13,586 | 2,867 | |
| Qwen3.5 Plus 2026-02-15 | 6.9 | 5.9 | 66.7% | 1 | 175.85s | 87,576 | 8,085 | 69,183 |
| 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 | 6.3 | 5.8 | 66.7% | 1 | 2.27s | 10,503 | 310 | 0 | |
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 46.91s | 7,782 | 270 | 14,916 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 5.3 | 10.0 | 33.3% | 0 | 46.54s | 972 | 23,226 | 4,472 | |
| Qwen3.5 Plus 2026-02-15 | 5.3 | 7.2 | 44.4% | 1 | 55.99s | 453 | 35 | 30,685 |
| 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 | 2.55s | 708 | 231 | 0 | |
| Qwen3.5 Plus 2026-02-15 | 4.7 | 1.6 | 66.7% | 1 | 79.86s | 344 | 73 | 8,675 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 9.8 | 10.0 | 100.0% | 0 | 2.78s | 909 | 111 | 221 | |
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 31.93s | 699 | 101 | 7,704 |
| 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 | 3.01s | 894 | 592 | 184 | |
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 32.50s | 696 | 301 | 13,853 |
| 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 | 6.85s | 11,775 | 370 | 35 | |
| Qwen3.5 Plus 2026-02-15 | 10.0 | 10.0 | 100.0% | 0 | 7.54s | 8,193 | 309 | 909 |
| 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 | 5.48s | 258 | 200 | 222 | |
| Qwen3.5 Plus 2026-02-15 | 3.0 | 10.0 | 0.0% | 0 | 103.81s | 204 | 24 | 17,130 |
Quick Compare
Switch Comparison Pair
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