- Rank
- #235
- Total Output Tokens
- 50,147
- Response Time (avg)
- 50.47s
- Total Cost
- $0.029
Granite 4.2 8B (medium) vs KAT-Coder-Pro V2.5
The average score is effectively tied at 6.1 vs 6.1. Granite 4.2 8B (medium) has the lower benchmark cost at $0.029 vs $0.487. KAT-Coder-Pro V2.5 is faster at 24.96s vs 50.47s, with pass rates of 37.7% vs 68.1%.
Compared models
- Rank
- #236
- Total Output Tokens
- 139,572
- Response Time (avg)
- 24.96s
- Total Cost
- $0.487
Recommended model
Granite 4.2 8B (medium)
It has the best score here (6.1), while costing about 17.3x less than KAT-Coder-Pro V2.5.
Detailed comparison
| Metric | Granite 4.2 8B Granite 4.2 8B medium | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none |
|---|---|---|
| Score | 6.1 | 6.1 |
| Rank | #235 | #236 |
| Reliability | 8.9 | 10.0 |
| Consistency | 9.7 | 7.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 37.7% | 68.1% |
| Flaky tests | 1 | 8 |
| Total Runs | 69 | 69 |
| Cost per result | 0.354 | 4.419 |
| Total Cost | $0.029 | $0.487 |
| Input Price | $0.060 / 1M | $0.740 / 1M |
| Output Price | $0.250 / 1M | $2.960 / 1M |
| Total Input Tokens | 259,708 | 98,508 |
| Output Tokens | 16,567 | 139,572 |
| Reasoning Tokens | 33,580 | 0 |
| Response Time (avg) | 50.47s | 24.96s |
| Response Time (max) | 557.96s | 335.41s |
| Response Time (total) | 1160.91s | 574.12s |
| Parameters | 8B | ~700B total (~72B active) |
| Availability | Open source | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#235 IBM: Granite 4.2 8B
medium
Provider returned error
- Cost
- $0.000
- Time
- 0.2s
- Tokens
- 0 tok
#236 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
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Granite 4.2 8B | 10.0 | 10.0 | 100.0% | 0 | 149.50s | 206,799 | 9,509 | 21,308 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Granite 4.2 8B | 8.4 | 10.0 | 75.0% | 0 | 10.34s | 777 | 1,452 | 889 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Granite 4.2 8B | 5.5 | 10.0 | 33.3% | 0 | 12.09s | 8,439 | 2,445 | 3,900 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Granite 4.2 8B | 3.0 | 10.0 | 0.0% | 0 | 291.12s | 24,807 | 1,902 | 6,258 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Granite 4.2 8B | 6.5 | 10.0 | 50.0% | 0 | 1.43s | 7,683 | 270 | 75 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Granite 4.2 8B | 5.3 | 10.0 | 33.3% | 0 | 13.96s | 876 | 154 | 290 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Granite 4.2 8B | 4.0 | 10.0 | 0.0% | 0 | 605ms | 561 | 102 | 24 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Granite 4.2 8B | 3.8 | 6.0 | 33.3% | 1 | 36.86s | 636 | 127 | 425 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Granite 4.2 8B | 3.1 | 10.0 | 0.0% | 0 | 75.99s | 469 | 206 | 56 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Granite 4.2 8B | 10.0 | 10.0 | 100.0% | 0 | 2.28s | 8,412 | 359 | 214 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Granite 4.2 8B | 3.0 | 10.0 | 0.0% | 0 | 2.24s | 249 | 41 | 141 | |
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 9.91s | 204 | 3,018 | 0 |
Quick Compare
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