- Rank
- #257
- Total Output Tokens
- 114,654
- Response Time (avg)
- 15.87s
- Total Cost
- $0.077
KAT-Coder-Air V2.5 (high) vs GPT-6 Luna
KAT-Coder-Air V2.5 (high) leads on average score with 5.6 vs 5.6. GPT-6 Luna has the lower benchmark cost at $0.012 vs $0.077. KAT-Coder-Air V2.5 (high) is faster at 15.87s vs 19.08s, with pass rates of 42.4% vs 42.4%.
Compared models
- Rank
- #260
- Total Output Tokens
- 5,508
- Response Time (avg)
- 19.08s
- Total Cost
- $0.012
Recommended model
GPT-6 Luna
Its score stays close to the best score here (5.6 vs 5.6), while costing about 6.7x less than KAT-Coder-Air V2.5 (high).
Detailed comparison
| Metric | KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high | GPT-6 Luna GPT-6 Luna none |
|---|---|---|
| Score | 5.6 | 5.6 |
| Rank | #257 | #260 |
| Reliability | 9.8 | 9.9 |
| Consistency | 8.1 | 8.1 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 42.4% | 42.4% |
| Flaky tests | 5 | 5 |
| Total Runs | 66 | 66 |
| Cost per result | 1.091 | 0.164 |
| Total Cost | $0.077 | $0.012 |
| Input Price | $0.150 / 1M | $0.100 / 1M |
| Output Price | $0.600 / 1M | $0.500 / 1M |
| Total Input Tokens | 50,423 | 87,216 |
| Output Tokens | 4,144 | 5,508 |
| Reasoning Tokens | 110,510 | 0 |
| Response Time (avg) | 15.87s | 19.08s |
| Response Time (max) | 118.35s | 98.62s |
| Response Time (total) | 349.16s | 419.83s |
| Parameters | ~35B total (~3B active) | ~400B 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.
#257 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
#260 GPT-6 Luna
none- Cost
- $0.002
- Time
- 26.0s
- Tokens
- 3,235 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
| 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 | |
| GPT-6 Luna | 4.8 | 10.0 | 25.0% | 0 | 9.82s | 606 | 131 | 0 |
| 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 | |
| GPT-6 Luna | 5.5 | 10.0 | 33.3% | 0 | 8.04s | 7,302 | 376 | 0 |
| 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 | |
| GPT-6 Luna | 3.8 | 5.8 | 33.3% | 1 | 50.92s | 65,645 | 4,054 | 0 |
| 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 | |
| GPT-6 Luna | 7.3 | 5.9 | 83.3% | 1 | 9.34s | 5,503 | 189 | 0 |
| 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 | |
| GPT-6 Luna | 5.3 | 7.2 | 44.4% | 1 | 8.24s | 732 | 54 | 0 |
| 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 | |
| GPT-6 Luna | 5.1 | 10.0 | 0.0% | 0 | 1.08s | 477 | 95 | 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 | |
| GPT-6 Luna | 6.2 | 5.8 | 66.7% | 1 | 16.97s | 660 | 100 | 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 | |
| GPT-6 Luna | 5.4 | 7.2 | 44.4% | 1 | 25.95s | 642 | 222 | 0 |
| 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 | |
| GPT-6 Luna | 10.0 | 10.0 | 100.0% | 0 | 71.15s | 5,454 | 257 | 0 |
| 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 | |
| GPT-6 Luna | 3.0 | 10.0 | 0.0% | 0 | 27.10s | 195 | 30 | 0 |
Quick Compare
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