- Rank
- #157
- Total Output Tokens
- 38,410
- Response Time (avg)
- 2.56s
- Total Cost
- $0.138
Gemini 3.5 Flash Lite (low) vs KAT-Coder-Pro V2.5
KAT-Coder-Pro V2.5 leads on average score with 6.7 vs 6.6. Gemini 3.5 Flash Lite (low) has the lower benchmark cost at $0.138 vs $0.487. Gemini 3.5 Flash Lite (low) is faster at 2.56s vs 26.01s, with pass rates of 69.7% vs 71.2%.
- Rank
- #151
- Total Output Tokens
- 139,572
- Response Time (avg)
- 26.01s
- Total Cost
- $0.487
Recommended model
Gemini 3.5 Flash Lite (low)
Its score stays close to the best score here (6.6 vs 6.7), while costing about 3.5x less than KAT-Coder-Pro V2.5.
Detailed comparison
| Metric | Gemini 3.5 Flash Lite Gemini 3.5 Flash Lite low | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none |
|---|---|---|
| Score | 6.6 | 6.7 |
| Rank | #157 | #151 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.8 | 7.0 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 69.7% | 71.2% |
| Flaky tests | 6 | 8 |
| Total Runs | 66 | 66 |
| Cost per result | 1.149 | 4.419 |
| Total Cost | $0.138 | $0.487 |
| Input Price | $0.300 / 1M | $0.740 / 1M |
| Output Price | $2.500 / 1M | $2.960 / 1M |
| Total Input Tokens | 139,165 | 98,508 |
| Output Tokens | 12,899 | 139,572 |
| Reasoning Tokens | 25,511 | 0 |
| Response Time (avg) | 2.56s | 26.01s |
| Response Time (max) | 15.14s | 335.41s |
| Response Time (total) | 56.32s | 572.22s |
| Parameters | ~150B total (~10B active) | ~700B total (~72B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#157 Gemini 3.5 Flash Lite
low- Cost
- $0.007
- Time
- 7.5s
- Tokens
- 2,669 tok
#151 KAT-Coder-Pro V2.5
none- Cost
- $0.010
- Time
- 29.0s
- Tokens
- 3,439 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 9.0 | 8.3 | 91.7% | 1 | 1.69s | 506 | 351 | 4,032 | |
| KAT-Coder-Pro V2.5 | 8.7 | 7.9 | 91.7% | 1 | 4.58s | 672 | 3,998 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 4.3 | 10.0 | 0.0% | 0 | 917ms | 8,126 | 464 | 0 | |
| KAT-Coder-Pro V2.5 | 6.1 | 4.7 | 66.7% | 2 | 22.52s | 7,893 | 22,440 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 3.8 | 1.6 | 50.0% | 2 | 11.00s | 114,540 | 11,142 | 9,298 | |
| KAT-Coder-Pro V2.5 | 4.1 | 5.0 | 33.3% | 1 | 183.08s | 70,881 | 77,889 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 859ms | 7,364 | 287 | 0 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.07s | 7,776 | 2,361 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 5.9 | 7.2 | 55.6% | 1 | 3.55s | 658 | 18 | 6,902 | |
| KAT-Coder-Pro V2.5 | 4.1 | 4.4 | 44.5% | 2 | 24.90s | 780 | 24,683 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 2.34s | 488 | 97 | 1,049 | |
| KAT-Coder-Pro V2.5 | 4.8 | 3.2 | 33.3% | 1 | 5.16s | 516 | 1,067 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 9.8 | 10.0 | 100.0% | 0 | 1.75s | 621 | 70 | 1,872 | |
| KAT-Coder-Pro V2.5 | 9.8 | 10.0 | 100.0% | 0 | 2.61s | 699 | 1,084 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 7.6 | 7.2 | 77.8% | 1 | 1.19s | 572 | 168 | 1,494 | |
| KAT-Coder-Pro V2.5 | 8.2 | 7.2 | 88.9% | 1 | 3.03s | 696 | 1,929 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 1.39s | 6,132 | 293 | 0 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.93s | 8,391 | 1,103 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash Lite | 4.7 | 1.6 | 66.7% | 1 | 1.65s | 158 | 9 | 864 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 9.91s | 204 | 3,018 | 0 |
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