- Rank
- #396
- Total Output Tokens
- 97,752
- Response Time (avg)
- 11.96s
- Total Cost
- $0.070
KAT Coder AIR V2.5 (default) vs GLM 4.7 Flash (medium)
KAT Coder AIR V2.5 (default) leads on average score with 4.4 vs 4.2. KAT Coder AIR V2.5 (default) has the lower benchmark cost at $0.070 vs $0.193. KAT Coder AIR V2.5 (default) is faster at 11.96s vs 150.90s, with pass rates of 34.8% vs 30.4%.
Compared models
- Rank
- #403
- Total Output Tokens
- 447,599
- Response Time (avg)
- 150.90s
- Total Cost
- $0.193
Recommended model
KAT Coder AIR V2.5 (default)
It has the best score here (4.4), while costing about 2.8x less than GLM 4.7 Flash (medium).
Detailed comparison
| Metric | KAT Coder AIR V2.5 KAT Coder AIR V2.5 default | GLM 4.7 Flash GLM 4.7 Flash medium |
|---|---|---|
| Score | 4.4 | 4.2 |
| Rank | #396 | #403 |
| Reliability | 10.0 | 9.4 |
| Consistency | 7.4 | 7.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 34.8% | 30.4% |
| Flaky tests | 7 | 8 |
| Total Runs | 69 | 69 |
| Cost per result | 1.382 | 4.822 |
| Total Cost | $0.070 | $0.193 |
| Input Price | $0.150 / 1M | $0.061 / 1M |
| Output Price | $0.600 / 1M | $0.400 / 1M |
| Cache Read Price | N/A | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 69,376 | 228,711 |
| Output Tokens | 7,792 | 42,254 |
| Reasoning Tokens | 89,960 | 422,121 |
| Response Time (avg) | 11.96s | 150.90s |
| Response Time (max) | 121.05s | 1539.97s |
| Response Time (total) | 275.18s | 2414.33s |
| Parameters | ~35B total (~3B active) | 30B total (3B 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.
#396 KAT Coder AIR V2.5
default- Cost
- $0.002
- Time
- 14.5s
- Tokens
- 2,619 tok
#403 GLM 4.7 Flash
medium
No output was saved. The original provider response or failure reason is unavailable.
- Cost
- $0.000
- Time
- 186.2s
- Tokens
- 12,112 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 | 1.07s | 0 | 0 | 0 | |
| GLM 4.7 Flash | 3.9 | 9.6 | 0.0% | 0 | 399.20s | 149,607 | 0 | 44,841 |
| 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 | |
| GLM 4.7 Flash | 4.7 | 5.9 | 41.7% | 2 | 14.95s | 555 | 1,122 | 6,110 |
| 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 | |
| GLM 4.7 Flash | 3.2 | 7.4 | 11.1% | 1 | 55.33s | 3,106 | 4,981 | 22,387 |
| 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 | |
| GLM 4.7 Flash | 2.9 | 6.0 | 16.7% | 1 | 802.77s | 59,030 | 2,585 | 305,678 |
| 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 | |
| GLM 4.7 Flash | 6.3 | 10.0 | 50.0% | 0 | 1.51s | 7,107 | 584 | 2,755 |
| 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 | |
| GLM 4.7 Flash | 3.5 | 4.4 | 33.3% | 2 | 96.74s | 696 | 31,500 | 28,565 |
| 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 | |
| GLM 4.7 Flash | 3.6 | 9.7 | 0.0% | 0 | 18.14s | 318 | 18 | 2,138 |
| 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 | |
| GLM 4.7 Flash | 6.2 | 5.8 | 66.7% | 1 | 2.97s | 636 | 388 | 2,181 |
| 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 | |
| GLM 4.7 Flash | 2.9 | 7.2 | 11.1% | 1 | 12.93s | 521 | 781 | 5,255 |
| 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 | |
| GLM 4.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 15.95s | 6,949 | 224 | 1,014 |
| 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 | |
| GLM 4.7 Flash | 3.0 | 10.0 | 0.0% | 0 | 11.13s | 186 | 71 | 1,197 |
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