- Rank
- #309
- Total Output Tokens
- 114,654
- Response Time (avg)
- 15.23s
- Total Cost
- $0.077
KAT Coder AIR V2.5 — high vs medium
high leads on average score with 5.2 vs 5.1. medium has the lower benchmark cost at $0.048 vs $0.077. medium is faster at 8.32s vs 15.23s, with pass rates of 40.6% vs 43.5%.
Compared models
- Rank
- #315
- Total Output Tokens
- 66,576
- Response Time (avg)
- 8.32s
- Total Cost
- $0.048
Recommended model
medium
Its score stays close to the best score here (5.1 vs 5.2), while costing about 1.6x less than KAT Coder AIR V2.5 (high).
Detailed comparison
| Metric | KAT Coder AIR V2.5 KAT Coder AIR V2.5 high | KAT Coder AIR V2.5 KAT Coder AIR V2.5 medium |
|---|---|---|
| Score | 5.2 | 5.1 |
| Rank | #309 | #315 |
| Reliability | 9.8 | 9.6 |
| Consistency | 8.2 | 8.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 40.6% | 43.5% |
| Flaky tests | 5 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 1.091 | 0.596 |
| Total Cost | $0.077 | $0.048 |
| Input Price | $0.150 / 1M | $0.150 / 1M |
| Output Price | $0.600 / 1M | $0.600 / 1M |
| Cache Read Price | N/A | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 50,423 | 51,369 |
| Output Tokens | 4,144 | 8,008 |
| Reasoning Tokens | 110,510 | 58,568 |
| Response Time (avg) | 15.23s | 8.32s |
| Response Time (max) | 118.35s | 48.19s |
| Response Time (total) | 350.26s | 191.40s |
| Parameters | ~35B total (~3B active) | ~35B total (~3B active) |
| Availability | Closed | Closed |
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.
#309 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
#315 KAT Coder AIR V2.5
medium- Cost
- $0.003
- Time
- 23.7s
- Tokens
- 4,924 tok
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 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.05s | 0 | 0 | 0 |
| 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 | |
| KAT Coder AIR V2.5 | 8.7 | 8.0 | 91.7% | 1 | 3.79s | 672 | 549 | 4,194 |
| 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 | |
| KAT Coder AIR V2.5 | 3.6 | 7.0 | 22.2% | 1 | 23.37s | 7,893 | 5,199 | 29,973 |
| 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 | |
| KAT Coder AIR V2.5 | 6.5 | 10.0 | 50.0% | 0 | 19.56s | 23,854 | 435 | 6,811 |
| 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 | |
| KAT Coder AIR V2.5 | 6.5 | 10.0 | 50.0% | 0 | 3.65s | 7,776 | 268 | 1,881 |
| 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 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 6.58s | 668 | 673 | 4,670 |
| 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 | |
| KAT Coder AIR V2.5 | 5.0 | 10.0 | 0.0% | 0 | 9.81s | 516 | 189 | 557 |
| 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 | |
| KAT Coder AIR V2.5 | 10.0 | 10.0 | 100.0% | 0 | 1.50s | 699 | 93 | 730 |
| 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 | |
| KAT Coder AIR V2.5 | 3.6 | 7.2 | 22.2% | 1 | 1.87s | 696 | 265 | 1,184 |
| 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 | |
| KAT Coder AIR V2.5 | 10.0 | 10.0 | 100.0% | 0 | 4.77s | 8,391 | 317 | 906 |
| 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 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 15.74s | 204 | 20 | 7,662 |
Quick Compare
Switch Comparison Pair
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