- Rank
- #25
- Total Output Tokens
- 38,453
- Response Time (avg)
- 6.24s
- Total Cost
- $0.183
Gemini 3.7 Flash (low) vs KAT-Coder-Pro V2.5 (default)
Gemini 3.7 Flash (low) leads on average score with 9.4 vs 6.1. Gemini 3.7 Flash (low) has the lower benchmark cost at $0.183 vs $0.742. Gemini 3.7 Flash (low) is faster at 6.24s vs 24.96s, with pass rates of 95.7% vs 68.1%.
Compared models
- Rank
- #252
- Total Output Tokens
- 139,572
- Response Time (avg)
- 24.96s
- Total Cost
- $0.742
Recommended model
Gemini 3.7 Flash (low)
It has the best score here (9.4), while costing about 4.1x less than KAT-Coder-Pro V2.5 (default).
Detailed comparison
| Metric | Gemini 3.7 Flash Gemini 3.7 Flash low | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 default |
|---|---|---|
| Score | 9.4 | 6.1 |
| Rank | #25 | #252 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.3 | 7.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 95.7% | 68.1% |
| Flaky tests | 2 | 8 |
| Total Runs | 69 | 69 |
| Cost per result | 0.868 | 4.419 |
| Total Cost | $0.183 | $0.742 |
| Input Price | $0.750 / 1M | $0.740 / 1M |
| Output Price | $3.750 / 1M | $2.960 / 1M |
| Cache Read Price | $0.075 / 1M | $0.150 / 1M |
| Cache Write Price | $0.042 / 1M | N/A |
| Total Input Tokens | 188,519 | 98,508 |
| Output Tokens | 7,694 | 8,088 |
| Reasoning Tokens | 30,759 | 131,484 |
| Response Time (avg) | 6.24s | 24.96s |
| Response Time (max) | 58.75s | 335.41s |
| Response Time (total) | 143.56s | 574.12s |
| Parameters | ~500B total (~20B active) | ~700B total (~72B 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.
#25 Gemini 3.7 Flash
low- Cost
- $0.010
- Time
- 23.5s
- Tokens
- 5,210 tok
#252 KAT-Coder-Pro V2.5
default- Cost
- $0.010
- Time
- 29.0s
- Tokens
- 3,439 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 58.75s | 98,197 | 1,400 | 0 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.90s | 0 | 0 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 1.54s | 492 | 99 | 1,398 | |
| KAT-Coder-Pro V2.5 | 8.7 | 7.9 | 91.7% | 1 | 4.58s | 672 | 222 | 3,776 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.7 Flash | 7.6 | 7.2 | 77.8% | 1 | 6.20s | 8,118 | 461 | 11,508 | |
| KAT-Coder-Pro V2.5 | 6.1 | 4.7 | 66.7% | 2 | 22.52s | 7,893 | 451 | 21,989 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 13.00s | 66,250 | 4,873 | 8,108 | |
| KAT-Coder-Pro V2.5 | 4.1 | 5.0 | 33.3% | 1 | 183.08s | 70,881 | 6,356 | 71,533 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 2.15s | 7,548 | 278 | 1,093 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.07s | 7,776 | 288 | 2,073 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.7 Flash | 8.2 | 7.2 | 88.9% | 1 | 3.09s | 642 | 12 | 3,029 | |
| KAT-Coder-Pro V2.5 | 4.1 | 4.4 | 44.5% | 2 | 24.90s | 780 | 34 | 24,649 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 2.76s | 486 | 81 | 1,043 | |
| KAT-Coder-Pro V2.5 | 4.8 | 3.2 | 33.3% | 1 | 5.16s | 516 | 111 | 956 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 2.47s | 615 | 72 | 1,778 | |
| KAT-Coder-Pro V2.5 | 9.8 | 10.0 | 100.0% | 0 | 2.61s | 699 | 84 | 1,000 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 1.92s | 558 | 166 | 1,580 | |
| KAT-Coder-Pro V2.5 | 8.2 | 7.2 | 88.9% | 1 | 3.03s | 696 | 256 | 1,673 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 4.10s | 5,457 | 241 | 160 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.93s | 8,391 | 268 | 835 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.7 Flash | 10.0 | 10.0 | 100.0% | 0 | 2.92s | 156 | 11 | 1,062 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 9.91s | 204 | 18 | 3,000 |
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