- Rank
- #97
- Total Output Tokens
- 40,776
- Response Time (avg)
- 6.51s
- Total Cost
- $0.185
Gemini 3 Flash Preview (low) vs KAT-Coder-Pro V2.5 (low)
The average score is effectively tied at 7.4 vs 7.3. Gemini 3 Flash Preview (low) has the lower benchmark cost at $0.185 vs $0.400. Gemini 3 Flash Preview (low) is faster at 6.51s vs 20.20s, with pass rates of 75.8% vs 68.2%.
- Rank
- #100
- Total Output Tokens
- 113,193
- Response Time (avg)
- 20.20s
- Total Cost
- $0.400
Recommended model
Gemini 3 Flash Preview (low)
It has the best score here (7.4), while costing about 2.2x less than KAT-Coder-Pro V2.5 (low).
Detailed comparison
| Metric | Gemini 3 Flash Preview Gemini 3 Flash Preview low | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 low |
|---|---|---|
| Score | 7.4 | 7.3 |
| Rank | #97 | #100 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.2 | 7.0 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 75.8% | 68.2% |
| Flaky tests | 2 | 8 |
| Total Runs | 66 | 66 |
| Cost per result | 1.152 | 3.636 |
| Total Cost | $0.185 | $0.400 |
| Input Price | $0.500 / 1M | $0.740 / 1M |
| Output Price | $3.000 / 1M | $2.960 / 1M |
| Total Input Tokens | 123,687 | 87,682 |
| Output Tokens | 9,572 | 7,166 |
| Reasoning Tokens | 31,204 | 106,027 |
| Response Time (avg) | 6.51s | 20.20s |
| Response Time (max) | 17.13s | 209.15s |
| Response Time (total) | 143.12s | 444.35s |
| Parameters | ~500B total (~20B 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.
#97 Gemini 3 Flash Preview
low- Cost
- $0.007
- Time
- 12.1s
- Tokens
- 2,289 tok
#100 KAT-Coder-Pro V2.5
low- Cost
- $0.016
- Time
- 47.6s
- Tokens
- 5,182 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 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 3.48s | 500 | 281 | 3,082 | |
| KAT-Coder-Pro V2.5 | 6.9 | 5.8 | 75.0% | 2 | 4.20s | 672 | 277 | 4,228 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3 Flash Preview | 5.8 | 7.2 | 44.4% | 1 | 6.00s | 8,122 | 456 | 7,421 | |
| KAT-Coder-Pro V2.5 | 7.8 | 10.0 | 66.7% | 0 | 24.87s | 7,893 | 402 | 24,945 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3 Flash Preview | 3.0 | 10.0 | 0.0% | 0 | 10.20s | 99,775 | 7,822 | 0 | |
| KAT-Coder-Pro V2.5 | 6.4 | 5.8 | 66.7% | 1 | 111.87s | 60,055 | 5,393 | 43,732 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 9.40s | 7,261 | 279 | 3,656 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 4.19s | 7,776 | 288 | 1,917 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3 Flash Preview | 5.3 | 7.2 | 44.4% | 1 | 9.74s | 648 | 12 | 9,096 | |
| KAT-Coder-Pro V2.5 | 3.5 | 4.4 | 33.3% | 2 | 22.86s | 780 | 35 | 21,430 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 3.68s | 492 | 120 | 981 | |
| KAT-Coder-Pro V2.5 | 4.1 | 2.7 | 33.3% | 1 | 2.32s | 516 | 99 | 412 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3 Flash Preview | 9.9 | 10.0 | 100.0% | 0 | 7.02s | 621 | 71 | 2,752 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 2.53s | 699 | 83 | 1,008 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 5.77s | 562 | 288 | 3,168 | |
| KAT-Coder-Pro V2.5 | 6.4 | 4.4 | 77.8% | 2 | 3.11s | 696 | 289 | 1,820 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 4.99s | 5,550 | 234 | 415 | |
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 18.45s | 8,391 | 282 | 834 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3 Flash Preview | 10.0 | 10.0 | 100.0% | 0 | 2.75s | 156 | 9 | 633 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 17.06s | 204 | 18 | 5,701 |
Quick Compare
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