- Rank
- #304
- Total Output Tokens
- 386,824
- Response Time (avg)
- 63.06s
- Total Cost
- $0.092
Laguna S 2.1 (medium) vs Qwen3.5-9B
Laguna S 2.1 (medium) leads on average score with 5.0 vs 4.9. Qwen3.5-9B has the lower benchmark cost at $0.041 vs $0.092. Qwen3.5-9B is faster at 37.19s vs 63.06s, with pass rates of 24.6% vs 18.8%.
Compared models
- Rank
- #317
- Total Output Tokens
- 70,427
- Response Time (avg)
- 37.19s
- Total Cost
- $0.041
Recommended model
Qwen3.5-9B
Its score stays close to the best score here (4.9 vs 5.0), while costing about 2.2x less than Laguna S 2.1 (medium).
Detailed comparison
| Metric | Laguna S 2.1 Laguna S 2.1 medium Free Available | Qwen3.5-9B Qwen3.5-9B none |
|---|---|---|
| Score | 5.0 | 4.9 |
| Rank | #304 | #317 |
| Reliability | 10.0 | 9.8 |
| Consistency | 8.5 | 9.7 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 24.6% | 18.8% |
| Flaky tests | 4 | 1 |
| Total Runs | 69 | 69 |
| Cost per result | 1.987 | 1.022 |
| Total Cost | $0.092 | $0.041 |
| Input Price | $0.090 / 1M | $0.100 / 1M |
| Output Price | $0.180 / 1M | $0.150 / 1M |
| Cache Read Price | $0.009 / 1M | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 230,291 | 307,670 |
| Output Tokens | 99,030 | 70,427 |
| Reasoning Tokens | 287,794 | 0 |
| Response Time (avg) | 63.06s | 37.19s |
| Response Time (max) | 560.31s | 433.02s |
| Response Time (total) | 1450.31s | 855.27s |
| Parameters | 118B total (8B active) | 9B |
| 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.
#304 Laguna S 2.1
medium- Cost
- $0.001
- Time
- 4.0s
- Tokens
- 867 tok
#317 Qwen3.5-9B
none
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 | 3.4 | 2.2 | 33.3% | 1 | 165.05s | 143,644 | 1,732 | 45,497 | |
| Qwen3.5-9B | 3.9 | 9.6 | 0.0% | 0 | 433.02s | 163,254 | 32,943 | 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 | |
| Qwen3.5-9B | 3.1 | 9.9 | 0.0% | 0 | 1.71s | 696 | 582 | 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 | |
| Qwen3.5-9B | 3.9 | 7.8 | 11.1% | 1 | 5.60s | 7,913 | 1,042 | 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 | |
| Qwen3.5-9B | 3.0 | 10.0 | 0.0% | 0 | 193.98s | 116,763 | 34,787 | 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 | |
| Qwen3.5-9B | 10.0 | 10.0 | 100.0% | 0 | 847ms | 7,788 | 249 | 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 | |
| Qwen3.5-9B | 3.0 | 10.0 | 0.0% | 0 | 636ms | 798 | 24 | 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 | |
| Qwen3.5-9B | 4.4 | 9.9 | 0.0% | 0 | 552ms | 522 | 99 | 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 | |
| Qwen3.5-9B | 6.5 | 10.0 | 50.0% | 0 | 514ms | 711 | 75 | 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 | |
| Qwen3.5-9B | 3.2 | 10.0 | 0.0% | 0 | 621ms | 714 | 347 | 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 | |
| Qwen3.5-9B | 10.0 | 10.0 | 100.0% | 0 | 1.27s | 8,301 | 273 | 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 | |
| Qwen3.5-9B | 3.0 | 10.0 | 0.0% | 0 | 2.32s | 210 | 6 | 0 |
Quick Compare
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