- Rank
- #321
- Total Output Tokens
- 22,507
- Response Time (avg)
- 5.36s
- Total Cost
- $0.000
Dots 3 Note Preview (default) vs KAT Coder AIR V2.5 (default)
Dots 3 Note Preview (default) leads on average score with 5.0 vs 4.4. Dots 3 Note Preview (default) has the lower benchmark cost at $0.000 vs $0.070. Dots 3 Note Preview (default) is faster at 5.36s vs 11.96s, with pass rates of 15.9% vs 34.8%.
Compared models
- Rank
- #356
- Total Output Tokens
- 97,752
- Response Time (avg)
- 11.96s
- Total Cost
- $0.070
Recommended model
Dots 3 Note Preview (default)
It has the best score here (5.0), while responding about 2.2x faster than KAT Coder AIR V2.5 (default).
Detailed comparison
| Metric | Dots 3 Note Preview Dots 3 Note Preview default Free Available | KAT Coder AIR V2.5 KAT Coder AIR V2.5 default |
|---|---|---|
| Score | 5.0 | 4.4 |
| Rank | #321 | #356 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.7 | 7.4 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 15.9% | 34.8% |
| Flaky tests | 1 | 7 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 1.382 |
| Total Cost | $0.000 | $0.070 |
| Input Price | $0.000 / 1M | $0.150 / 1M |
| Output Price | $0.000 / 1M | $0.600 / 1M |
| Cache Read Price | N/A | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 225,907 | 69,376 |
| Output Tokens | 22,507 | 7,792 |
| Reasoning Tokens | 0 | 89,960 |
| Response Time (avg) | 5.36s | 11.96s |
| Response Time (max) | 45.71s | 121.05s |
| Response Time (total) | 123.38s | 275.18s |
| Parameters | 280B total (16B active) | ~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.
#321 Dots 3 Note Preview
default- Cost
- $0.000
- Time
- 88.3s
- Tokens
- 10,531 tok
#356 KAT Coder AIR V2.5
default- Cost
- $0.002
- Time
- 14.5s
- Tokens
- 2,619 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 3.9 | 9.6 | 0.0% | 0 | 45.71s | 109,752 | 2,828 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 3.1 | 9.9 | 0.0% | 0 | 1.92s | 609 | 1,362 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 4.6 | 7.9 | 22.2% | 1 | 6.12s | 7,413 | 6,390 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 3.0 | 10.0 | 0.0% | 0 | 14.81s | 90,586 | 10,732 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 10.0 | 10.0 | 100.0% | 0 | 2.72s | 7,740 | 249 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 3.0 | 10.0 | 0.0% | 0 | 1.10s | 735 | 24 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 5.0 | 10.0 | 0.0% | 0 | 1.63s | 489 | 115 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 4.8 | 10.0 | 0.0% | 0 | 1.06s | 666 | 72 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 3.3 | 10.0 | 0.0% | 0 | 1.50s | 651 | 492 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 10.0 | 10.0 | 100.0% | 0 | 4.04s | 7,059 | 231 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Dots 3 Note Preview | 3.0 | 10.0 | 0.0% | 0 | 961ms | 207 | 12 | 0 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 17.96s | 204 | 19 | 9,749 |
Quick Compare
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