- Rank
- #324
- Total Output Tokens
- 495,517
- Response Time (avg)
- 88.24s
- Total Cost
- $0.109
Laguna S 2.1 (low) vs Qwen3 Coder Next (medium)
Qwen3 Coder Next (medium) leads on average score with 4.7 vs 4.6. Qwen3 Coder Next (medium) has the lower benchmark cost at $0.069 vs $0.109. Qwen3 Coder Next (medium) is faster at 16.97s vs 88.24s, with pass rates of 23.2% vs 24.6%.
Compared models
- Rank
- #319
- Total Output Tokens
- 40,395
- Response Time (avg)
- 16.97s
- Total Cost
- $0.069
Recommended model
Qwen3 Coder Next (medium)
It has the best score here (4.7), while costing about 1.6x less than Laguna S 2.1 (low).
Detailed comparison
| Metric | Laguna S 2.1 Laguna S 2.1 low Free Available | Qwen3 Coder Next Qwen3 Coder Next medium |
|---|---|---|
| Score | 4.6 | 4.7 |
| Rank | #324 | #319 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.8 | 8.7 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 23.2% | 24.6% |
| Flaky tests | 6 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 3.627 | 2.280 |
| Total Cost | $0.109 | $0.069 |
| Input Price | $0.090 / 1M | $0.120 / 1M |
| Output Price | $0.180 / 1M | $0.800 / 1M |
| Total Input Tokens | 232,641 | 311,647 |
| Output Tokens | 69,335 | 40,395 |
| Reasoning Tokens | 426,182 | 0 |
| Response Time (avg) | 88.24s | 16.97s |
| Response Time (max) | 814.73s | 151.35s |
| Response Time (total) | 2029.57s | 305.55s |
| Parameters | 118B total (8B active) | 80B total (3B active) |
| Availability | Weights available | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#324 Laguna S 2.1
low- Cost
- $0.001
- Time
- 6.6s
- Tokens
- 1,314 tok
#319 Qwen3 Coder Next
medium
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 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 |
|---|---|---|---|---|---|---|---|---|---|
| Laguna S 2.1 | 2.8 | 1.6 | 33.3% | 1 | 152.08s | 113,889 | 1,512 | 42,297 | |
| Qwen3 Coder Next | 5.0 | 10.0 | 0.0% | 0 | 151.35s | 163,444 | 21,326 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Laguna S 2.1 | 3.4 | 7.4 | 8.3% | 1 | 80.66s | 616 | 311 | 43,722 | |
| Qwen3 Coder Next | 3.5 | 8.1 | 16.7% | 1 | 8.64s | 645 | 1,252 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Laguna S 2.1 | 3.8 | 7.1 | 22.2% | 1 | 167.51s | 7,917 | 58,111 | 119,138 | |
| Qwen3 Coder Next | 3.7 | 7.2 | 22.2% | 1 | 924ms | 7,185 | 336 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Laguna S 2.1 | 3.2 | 5.2 | 16.7% | 1 | 412.50s | 92,870 | 8,211 | 174,584 | |
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 14.65s | 121,413 | 16,067 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Laguna S 2.1 | 10.0 | 10.0 | 100.0% | 0 | 2.76s | 7,689 | 243 | 1,981 | |
| Qwen3 Coder Next | 6.5 | 10.0 | 50.0% | 0 | 81.80s | 7,758 | 246 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Laguna S 2.1 | 3.0 | 10.0 | 0.0% | 0 | 2.46s | 771 | 24 | 2,606 | |
| Qwen3 Coder Next | 3.6 | 7.2 | 22.2% | 1 | 570ms | 762 | 25 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Laguna S 2.1 | 4.8 | 10.0 | 0.0% | 0 | 650ms | 513 | 120 | 0 | |
| Qwen3 Coder Next | 6.3 | 3.4 | 66.7% | 1 | 1.39s | 498 | 142 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Laguna S 2.1 | 4.3 | 6.8 | 16.7% | 1 | 423ms | 702 | 60 | 0 | |
| Qwen3 Coder Next | 6.3 | 10.0 | 50.0% | 0 | 7.49s | 684 | 63 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Laguna S 2.1 | 3.1 | 7.3 | 11.1% | 1 | 2.70s | 699 | 447 | 1,444 | |
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 1.25s | 678 | 671 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Laguna S 2.1 | 10.0 | 10.0 | 100.0% | 0 | 2.36s | 6,747 | 286 | 417 | |
| Qwen3 Coder Next | 10.0 | 10.0 | 100.0% | 0 | 2.64s | 8,364 | 255 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Laguna S 2.1 | 3.0 | 10.0 | 0.0% | 0 | 202.49s | 228 | 10 | 39,993 | |
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 399ms | 216 | 12 | 0 |
Quick Compare
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