- Rank
- #288
- Total Output Tokens
- 114,654
- Response Time (avg)
- 15.23s
- Total Cost
- $0.077
KAT Coder AIR V2.5 (high) vs Laguna S 2.1 (medium)
KAT Coder AIR V2.5 (high) leads on average score with 5.2 vs 5.0. KAT Coder AIR V2.5 (high) has the lower benchmark cost at $0.077 vs $0.080. KAT Coder AIR V2.5 (high) is faster at 15.23s vs 63.06s, with pass rates of 40.6% vs 24.6%.
Compared models
- Rank
- #296
- Total Output Tokens
- 386,824
- Response Time (avg)
- 63.06s
- Total Cost
- $0.080
Recommended model
KAT Coder AIR V2.5 (high)
It has the best score here (5.2), while responding about 4.1x faster than Laguna S 2.1 (medium).
Detailed comparison
| Metric | KAT Coder AIR V2.5 KAT Coder AIR V2.5 high | Laguna S 2.1 Laguna S 2.1 medium Free Available |
|---|---|---|
| Score | 5.2 | 5.0 |
| Rank | #288 | #296 |
| Reliability | 9.8 | 10.0 |
| Consistency | 8.2 | 8.5 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 40.6% | 24.6% |
| Flaky tests | 5 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 1.091 | 1.987 |
| Total Cost | $0.077 | $0.080 |
| Input Price | $0.000 / 1M | $0.090 / 1M |
| Output Price | $0.000 / 1M | $0.180 / 1M |
| Total Input Tokens | 50,423 | 230,291 |
| Output Tokens | 4,144 | 99,030 |
| Reasoning Tokens | 110,510 | 287,794 |
| Response Time (avg) | 15.23s | 63.06s |
| Response Time (max) | 118.35s | 560.31s |
| Response Time (total) | 350.26s | 1450.31s |
| Parameters | ~35B total (~3B active) | 118B total (8B active) |
| Availability | Closed | Weights available |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#288 KAT Coder AIR V2.5
high
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
#296 Laguna S 2.1
medium- Cost
- $0.001
- Time
- 4.0s
- Tokens
- 867 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.10s | 0 | 0 | 0 | |
| Laguna S 2.1 | 3.4 | 2.2 | 33.3% | 1 | 165.05s | 143,644 | 1,732 | 45,497 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 6.9 | 5.8 | 75.0% | 2 | 2.49s | 615 | 204 | 1,290 | |
| Laguna S 2.1 | 3.4 | 5.8 | 25.0% | 2 | 51.82s | 672 | 370 | 45,172 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 4.3 | 7.3 | 11.1% | 1 | 39.07s | 6,948 | 1,166 | 55,883 | |
| Laguna S 2.1 | 5.3 | 7.2 | 44.4% | 1 | 158.98s | 7,917 | 93,354 | 106,718 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 6.5 | 10.0 | 50.0% | 0 | 74.48s | 23,854 | 485 | 28,559 | |
| Laguna S 2.1 | 3.2 | 9.1 | 0.0% | 0 | 284.71s | 60,785 | 2,413 | 80,089 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 6.5 | 10.0 | 50.0% | 0 | 3.59s | 7,776 | 284 | 2,140 | |
| Laguna S 2.1 | 10.0 | 10.0 | 100.0% | 0 | 2.42s | 7,689 | 243 | 1,699 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 7.28s | 724 | 1,101 | 7,738 | |
| Laguna S 2.1 | 3.0 | 10.0 | 0.0% | 0 | 2.68s | 771 | 24 | 2,863 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 5.1 | 10.0 | 0.0% | 0 | 7.10s | 516 | 179 | 539 | |
| Laguna S 2.1 | 4.6 | 9.8 | 0.0% | 0 | 739ms | 513 | 164 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 9.8 | 10.0 | 100.0% | 0 | 1.51s | 699 | 90 | 675 | |
| Laguna S 2.1 | 4.2 | 9.9 | 0.0% | 0 | 400ms | 702 | 57 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 3.5 | 4.4 | 33.3% | 2 | 2.47s | 696 | 285 | 1,576 | |
| Laguna S 2.1 | 3.1 | 10.0 | 0.0% | 0 | 2.62s | 699 | 375 | 2,497 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 10.0 | 10.0 | 100.0% | 0 | 4.77s | 8,391 | 330 | 1,082 | |
| Laguna S 2.1 | 10.0 | 10.0 | 100.0% | 0 | 2.24s | 6,747 | 270 | 420 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 21.72s | 204 | 20 | 11,028 | |
| Laguna S 2.1 | 3.0 | 10.0 | 0.0% | 0 | 7.11s | 152 | 28 | 2,839 |
Quick Compare
Switch Comparison Pair
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