- 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 (high)
KAT Coder AIR V2.5 (high) leads on average score with 5.2 vs 5.0. Dots 3 Note Preview (default) has the lower benchmark cost at $0.000 vs $0.077. Dots 3 Note Preview (default) is faster at 5.36s vs 15.23s, with pass rates of 15.9% vs 40.6%.
Compared models
- Rank
- #309
- Total Output Tokens
- 114,654
- Response Time (avg)
- 15.23s
- Total Cost
- $0.077
Recommended model
KAT Coder AIR V2.5 (high)
It has the strongest score in this comparison (5.2) and the best overall balance of cost and response time across 2 models.
Detailed comparison
| Metric | Dots 3 Note Preview Dots 3 Note Preview default Free Available | KAT Coder AIR V2.5 KAT Coder AIR V2.5 high |
|---|---|---|
| Score | 5.0 | 5.2 |
| Rank | #321 | #309 |
| Reliability | 10.0 | 9.8 |
| Consistency | 9.7 | 8.2 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 15.9% | 40.6% |
| Flaky tests | 1 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 0.000 | 1.091 |
| Total Cost | $0.000 | $0.077 |
| 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 | 50,423 |
| Output Tokens | 22,507 | 4,144 |
| Reasoning Tokens | 0 | 110,510 |
| Response Time (avg) | 5.36s | 15.23s |
| Response Time (max) | 45.71s | 118.35s |
| Response Time (total) | 123.38s | 350.26s |
| 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
#309 KAT Coder AIR V2.5
high
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 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 | 1.10s | 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 | 6.9 | 5.8 | 75.0% | 2 | 2.49s | 615 | 204 | 1,290 |
| 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 | 4.3 | 7.3 | 11.1% | 1 | 39.07s | 6,948 | 1,166 | 55,883 |
| 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 | 6.5 | 10.0 | 50.0% | 0 | 74.48s | 23,854 | 485 | 28,559 |
| 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 | 6.5 | 10.0 | 50.0% | 0 | 3.59s | 7,776 | 284 | 2,140 |
| 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 | 7.28s | 724 | 1,101 | 7,738 |
| 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 | 5.1 | 10.0 | 0.0% | 0 | 7.10s | 516 | 179 | 539 |
| 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 | 9.8 | 10.0 | 100.0% | 0 | 1.51s | 699 | 90 | 675 |
| 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 | 3.5 | 4.4 | 33.3% | 2 | 2.47s | 696 | 285 | 1,576 |
| 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 | 4.77s | 8,391 | 330 | 1,082 |
| 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 | 21.72s | 204 | 20 | 11,028 |
Quick Compare
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