- Rank
- #300
- Total Output Tokens
- 386,824
- Response Time (avg)
- 63.06s
- Total Cost
- $0.092
Laguna S 2.1 (medium) vs Qwen3 Coder Next
Laguna S 2.1 (medium) leads on average score with 5.0 vs 4.9. Qwen3 Coder Next has the lower benchmark cost at $0.067 vs $0.092. Qwen3 Coder Next is faster at 19.73s vs 63.06s, with pass rates of 24.6% vs 24.6%.
Compared models
- Rank
- #308
- Total Output Tokens
- 45,168
- Response Time (avg)
- 19.73s
- Total Cost
- $0.067
Recommended model
Qwen3 Coder Next
Its score stays close to the best score here (4.9 vs 5.0), while responding about 3.2x faster than Laguna S 2.1 (medium).
Detailed comparison
| Metric | Laguna S 2.1 Laguna S 2.1 medium Free Available | Qwen3 Coder Next Qwen3 Coder Next none |
|---|---|---|
| Score | 5.0 | 4.9 |
| Rank | #300 | #308 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.5 | 9.7 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 24.6% | 24.6% |
| Flaky tests | 4 | 1 |
| Total Runs | 69 | 69 |
| Cost per result | 1.987 | 1.300 |
| Total Cost | $0.092 | $0.067 |
| Input Price | $0.090 / 1M | $0.120 / 1M |
| Output Price | $0.180 / 1M | $0.800 / 1M |
| Cache Read Price | $0.009 / 1M | $0.070 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 230,291 | 250,329 |
| Output Tokens | 99,030 | 45,168 |
| Reasoning Tokens | 287,794 | 0 |
| Response Time (avg) | 63.06s | 19.73s |
| Response Time (max) | 560.31s | 208.38s |
| Response Time (total) | 1450.31s | 355.09s |
| Parameters | 118B total (8B active) | 80B total (3B active) |
| Availability | Weights available | Open source |
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.
#300 Laguna S 2.1
medium- Cost
- $0.001
- Time
- 4.0s
- Tokens
- 867 tok
#308 Qwen3 Coder Next
none
Invalid SVG
- Cost
- $0.058
- Time
- 246.3s
- Tokens
- 64,126 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 | 3.4 | 2.2 | 33.3% | 1 | 165.05s | 143,644 | 1,732 | 45,497 | |
| Qwen3 Coder Next | 3.9 | 9.6 | 0.0% | 0 | 208.38s | 116,102 | 33,360 | 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 | 5.8 | 25.0% | 2 | 51.82s | 672 | 370 | 45,172 | |
| Qwen3 Coder Next | 3.6 | 10.0 | 0.0% | 0 | 3.31s | 645 | 1,321 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Laguna S 2.1 | 5.3 | 7.2 | 44.4% | 1 | 158.98s | 7,917 | 93,354 | 106,718 | |
| Qwen3 Coder Next | 4.6 | 7.9 | 22.2% | 1 | 2.22s | 7,442 | 621 | 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 | 9.1 | 0.0% | 0 | 284.71s | 60,785 | 2,413 | 80,089 | |
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 30.86s | 107,180 | 8,541 | 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 | 2.42s | 7,689 | 243 | 1,699 | |
| Qwen3 Coder Next | 6.5 | 10.0 | 50.0% | 0 | 1.32s | 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 | 2.68s | 771 | 24 | 2,863 | |
| Qwen3 Coder Next | 5.3 | 10.0 | 33.3% | 0 | 871ms | 762 | 26 | 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 | 4.6 | 9.8 | 0.0% | 0 | 739ms | 513 | 164 | 0 | |
| Qwen3 Coder Next | 10.0 | 10.0 | 100.0% | 0 | 1.34s | 498 | 152 | 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 | 4.2 | 9.9 | 0.0% | 0 | 400ms | 702 | 57 | 0 | |
| Qwen3 Coder Next | 6.3 | 10.0 | 50.0% | 0 | 7.78s | 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 | 10.0 | 0.0% | 0 | 2.62s | 699 | 375 | 2,497 | |
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 24.34s | 678 | 571 | 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 | 2.24s | 6,747 | 270 | 420 | |
| Qwen3 Coder Next | 10.0 | 10.0 | 100.0% | 0 | 2.47s | 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 | 7.11s | 152 | 28 | 2,839 | |
| Qwen3 Coder Next | 3.0 | 10.0 | 0.0% | 0 | 601ms | 216 | 12 | 0 |
Quick Compare
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