- Rank
- #262
- Total Output Tokens
- 114,654
- Response Time (avg)
- 15.87s
- Total Cost
- $0.077
KAT-Coder-Air V2.5 (high) vs Solar Pro 4
Solar Pro 4 leads on average score with 5.8 vs 5.6. Solar Pro 4 has the lower benchmark cost at $0.017 vs $0.077. Solar Pro 4 is faster at 5.37s vs 15.87s, with pass rates of 42.4% vs 33.3%.
Compared models
- Rank
- #252
- Total Output Tokens
- 11,912
- Response Time (avg)
- 5.37s
- Total Cost
- $0.017
Recommended model
Solar Pro 4
It has the best score here (5.8), while costing about 4.8x less than KAT-Coder-Air V2.5 (high).
Detailed comparison
| Metric | KAT-Coder-Air V2.5 KAT-Coder-Air V2.5 high | Solar Pro 4 Solar Pro 4 none |
|---|---|---|
| Score | 5.6 | 5.8 |
| Rank | #262 | #252 |
| Reliability | 9.8 | 10.0 |
| Consistency | 8.1 | 9.6 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 42.4% | 33.3% |
| Flaky tests | 5 | 1 |
| Total Runs | 66 | 66 |
| Cost per result | 1.091 | 0.077 |
| Total Cost | $0.077 | $0.017 |
| Input Price | $0.150 / 1M | $0.090 / 1M |
| Output Price | $0.600 / 1M | $0.360 / 1M |
| Total Input Tokens | 50,423 | 130,863 |
| Output Tokens | 4,144 | 11,912 |
| Reasoning Tokens | 110,510 | 0 |
| Response Time (avg) | 15.87s | 5.37s |
| Response Time (max) | 118.35s | 64.67s |
| Response Time (total) | 349.16s | 118.06s |
| Parameters | ~35B total (~3B active) | ~100B |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#262 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
#252 Solar Pro 4
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
| 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 | |
| Solar Pro 4 | 4.8 | 10.0 | 25.0% | 0 | 1.38s | 1,116 | 392 | 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 | |
| Solar Pro 4 | 5.5 | 10.0 | 33.3% | 0 | 2.61s | 7,896 | 557 | 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 | |
| Solar Pro 4 | 3.0 | 10.0 | 0.0% | 0 | 35.11s | 102,651 | 9,917 | 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 | |
| Solar Pro 4 | 10.0 | 10.0 | 100.0% | 0 | 1.85s | 7,581 | 246 | 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 | |
| Solar Pro 4 | 2.9 | 7.2 | 11.1% | 1 | 4.65s | 1,107 | 29 | 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 | |
| Solar Pro 4 | 5.0 | 10.0 | 0.0% | 0 | 1.40s | 612 | 127 | 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 | |
| Solar Pro 4 | 6.4 | 10.0 | 50.0% | 0 | 1.67s | 915 | 66 | 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 | |
| Solar Pro 4 | 5.4 | 10.0 | 33.3% | 0 | 2.33s | 1,026 | 340 | 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 | |
| Solar Pro 4 | 10.0 | 10.0 | 100.0% | 0 | 3.83s | 7,629 | 211 | 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 | |
| Solar Pro 4 | 3.0 | 10.0 | 0.0% | 0 | 1.29s | 330 | 27 | 0 |
Quick Compare
Switch Comparison Pair
KAT-Coder-Air V2.5highvsQwen3.5-122B-A10BnoneNorth Mini CodemediumFree AvailablevsSolar Pro 4noneKAT-Coder-Air V2.5highvsKimi K2.6noneKAT-Coder-Air V2.5highvsGLM 5.1noneNemotron 3 SupermediumFree AvailablevsSolar Pro 4noneLing-3.0-flashnonevsKAT-Coder-Air V2.5highKAT-Coder-Air V2.5highvsInkling SmalllowInkling SmalllowvsSolar Pro 4noneKAT-Coder-Air V2.5highvsGPT-6 LunanoneGemma 4 26B A4BnoneFree AvailablevsKAT-Coder-Air V2.5highKAT-Coder-Air V2.5highvsGLM 5noneKAT-Coder-Air V2.5highvsNemotron 3 SupermediumFree Available