- Rank
- #350
- Total Output Tokens
- 133,268
- Response Time (avg)
- 84.66s
- Total Cost
- $0.037
Granite 4.2 8B vs KAT Coder AIR V2.5 (default)
The average score is effectively tied at 4.4 vs 4.4. Granite 4.2 8B has the lower benchmark cost at $0.037 vs $0.070. KAT Coder AIR V2.5 (default) is faster at 11.96s vs 84.66s, with pass rates of 15.9% vs 34.8%.
Compared models
- Rank
- #348
- Total Output Tokens
- 97,752
- Response Time (avg)
- 11.96s
- Total Cost
- $0.070
Recommended model
KAT Coder AIR V2.5 (default)
It has the best score here (4.4), while responding about 7.1x faster than Granite 4.2 8B.
Detailed comparison
| Metric | Granite 4.2 8B Granite 4.2 8B none | KAT Coder AIR V2.5 KAT Coder AIR V2.5 default |
|---|---|---|
| Score | 4.4 | 4.4 |
| Rank | #350 | #348 |
| Reliability | 9.1 | 10.0 |
| Consistency | 9.3 | 7.4 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 15.9% | 34.8% |
| Flaky tests | 2 | 7 |
| Total Runs | 69 | 69 |
| Cost per result | 1.206 | 1.382 |
| Total Cost | $0.037 | $0.070 |
| Input Price | $0.060 / 1M | $0.150 / 1M |
| Output Price | $0.250 / 1M | $0.600 / 1M |
| Cache Read Price | $0.015 / 1M | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 226,872 | 69,376 |
| Output Tokens | 133,268 | 7,792 |
| Reasoning Tokens | 0 | 89,960 |
| Response Time (avg) | 84.66s | 11.96s |
| Response Time (max) | 747.17s | 121.05s |
| Response Time (total) | 1947.17s | 275.18s |
| Parameters | 8B | ~35B total (~3B active) |
| Availability | Open source | 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.
#350 IBM: Granite 4.2 8B
none
Provider returned error
- Cost
- $0.000
- Time
- 0.2s
- Tokens
- 0 tok
#348 KAT Coder AIR V2.5
default- Cost
- $0.002
- Time
- 14.5s
- Tokens
- 2,619 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 | 5.0 | 10.0 | 0.0% | 0 | 49.21s | 169,086 | 2,463 | 0 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.07s | 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 | 4.9 | 8.1 | 33.3% | 1 | 17.77s | 669 | 6,026 | 0 | |
| KAT Coder AIR V2.5 | 5.3 | 5.6 | 50.0% | 2 | 2.68s | 672 | 686 | 2,358 |
| 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 | 105.60s | 8,358 | 47,944 | 0 | |
| KAT Coder AIR V2.5 | 3.3 | 9.6 | 0.0% | 0 | 14.31s | 6,472 | 2,032 | 14,886 |
| 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 | 424.28s | 30,500 | 29,755 | 0 | |
| KAT Coder AIR V2.5 | 3.8 | 1.6 | 50.0% | 2 | 73.00s | 43,170 | 2,531 | 48,237 |
| 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 | 2.9 | 5.8 | 16.7% | 1 | 1.05s | 7,629 | 237 | 0 | |
| KAT Coder AIR V2.5 | 6.3 | 5.8 | 66.7% | 1 | 2.66s | 7,776 | 280 | 988 |
| Domain specific | 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 | 53.62s | 696 | 38,145 | 0 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 8.33s | 780 | 1,399 | 10,258 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Granite 4.2 8B | 5.0 | 10.0 | 0.0% | 0 | 770ms | 534 | 153 | 0 | |
| KAT Coder AIR V2.5 | 5.0 | 10.0 | 0.0% | 0 | 12.02s | 516 | 141 | 515 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Granite 4.2 8B | 3.0 | 10.0 | 0.0% | 0 | 79.50s | 375 | 1,275 | 0 | |
| KAT Coder AIR V2.5 | 9.9 | 10.0 | 100.0% | 0 | 1.75s | 699 | 90 | 768 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Granite 4.2 8B | 3.0 | 10.0 | 0.0% | 0 | 107.60s | 472 | 6,964 | 0 | |
| KAT Coder AIR V2.5 | 2.9 | 4.4 | 22.2% | 2 | 1.84s | 696 | 284 | 971 |
| 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 | 1.39s | 8,331 | 291 | 0 | |
| KAT Coder AIR V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.13s | 8,391 | 330 | 1,230 |
| 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 | 14.60s | 222 | 15 | 0 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 17.96s | 204 | 19 | 9,749 |
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