- Rank
- #348
- Total Output Tokens
- 97,752
- Response Time (avg)
- 11.96s
- Total Cost
- $0.070
KAT Coder AIR V2.5 (default) vs gpt-oss-120b
KAT Coder AIR V2.5 (default) leads on average score with 4.4 vs 4.2. gpt-oss-120b has the lower benchmark cost at $0.016 vs $0.070. KAT Coder AIR V2.5 (default) is faster at 11.96s vs 28.63s, with pass rates of 34.8% vs 34.8%.
Compared models
- Rank
- #356
- Total Output Tokens
- 62,213
- Response Time (avg)
- 28.63s
- Total Cost
- $0.016
Recommended model
KAT Coder AIR V2.5 (default)
It has the best score here (4.4), while responding about 2.4x faster than gpt-oss-120b.
Detailed comparison
| Metric | KAT Coder AIR V2.5 KAT Coder AIR V2.5 default | gpt-oss-120b gpt-oss-120b none |
|---|---|---|
| Score | 4.4 | 4.2 |
| Rank | #348 | #356 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.4 | 7.6 |
| Attempts | 69/69 | 60/69 |
| Tests Correct | ||
| Attempt pass rate | 34.8% | 34.8% |
| Flaky tests | 7 | 3 |
| Total Runs | 69 | 60 |
| Cost per result | 1.382 | 0.274 |
| Total Cost | $0.070 | $0.016 |
| Input Price | $0.150 / 1M | $0.037 / 1M |
| Output Price | $0.600 / 1M | $0.170 / 1M |
| Cache Read Price | N/A | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 69,376 | 131,652 |
| Output Tokens | 7,792 | 16,869 |
| Reasoning Tokens | 89,960 | 53,081 |
| Response Time (avg) | 11.96s | 28.63s |
| Response Time (max) | 121.05s | 140.90s |
| Response Time (total) | 275.18s | 486.69s |
| Parameters | ~35B total (~3B active) | 117B total (5.1B active) |
| Availability | Closed | 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.
#348 KAT Coder AIR V2.5
default- Cost
- $0.002
- Time
- 14.5s
- Tokens
- 2,619 tok
#356 gpt-oss-120b
none
No showcase result has been generated for this model yet.
- Cost
- N/A
- Time
- -
- 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 |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.07s | 0 | 0 | 0 | |
| gpt-oss-120b | 6.1 | 3.1 | 66.7% | 1 | 140.90s | 122,571 | 145 | 10,404 |
| 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 | 5.3 | 5.6 | 50.0% | 2 | 2.68s | 672 | 686 | 2,358 | |
| gpt-oss-120b | 6.5 | 10.0 | 50.0% | 0 | 32.84s | 1,336 | 5,685 | 2,991 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 3.3 | 9.6 | 0.0% | 0 | 14.31s | 6,472 | 2,032 | 14,886 | |
| gpt-oss-120b | 1.5 | 0.4 | 22.2% | 1 | 9.57s | 901 | 204 | 3,028 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| KAT Coder AIR V2.5 | 3.8 | 1.6 | 50.0% | 2 | 73.00s | 43,170 | 2,531 | 48,237 | |
| gpt-oss-120b | 1.5 | 5.0 | 0.0% | 0 | 0ms | 0 | 0 | 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 | 6.3 | 5.8 | 66.7% | 1 | 2.66s | 7,776 | 280 | 988 | |
| gpt-oss-120b | 6.5 | 10.0 | 50.0% | 0 | 7.12s | 2,421 | 149 | 449 |
| 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 | 8.33s | 780 | 1,399 | 10,258 | |
| gpt-oss-120b | 3.0 | 10.0 | 0.0% | 0 | 34.98s | 1,294 | 4,675 | 25,774 |
| 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 | 5.0 | 10.0 | 0.0% | 0 | 12.02s | 516 | 141 | 515 | |
| gpt-oss-120b | 4.8 | 10.0 | 0.0% | 0 | 10.79s | 584 | 615 | 684 |
| 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 | 9.9 | 10.0 | 100.0% | 0 | 1.75s | 699 | 90 | 768 | |
| gpt-oss-120b | 9.8 | 10.0 | 100.0% | 0 | 5.06s | 1,043 | 157 | 1,783 |
| 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 | 2.9 | 4.4 | 22.2% | 2 | 1.84s | 696 | 284 | 971 | |
| gpt-oss-120b | 6.0 | 7.2 | 55.6% | 1 | 8.21s | 1,188 | 2,101 | 1,881 |
| 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 | 5.13s | 8,391 | 330 | 1,230 | |
| gpt-oss-120b | 3.0 | 10.0 | 0.0% | 0 | 0ms | 0 | 0 | 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 | 17.96s | 204 | 19 | 9,749 | |
| gpt-oss-120b | 3.0 | 10.0 | 0.0% | 0 | 47.29s | 314 | 3,138 | 6,087 |
Quick Compare
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