- Rank
- #353
- Total Output Tokens
- 40,277
- Response Time (avg)
- 48.94s
- Total Cost
- $0.026
Ring 2.6 1t (default) vs KAT Coder AIR V2.5 (default)
Ring 2.6 1t (default) leads on average score with 4.5 vs 4.4. Ring 2.6 1t (default) has the lower benchmark cost at $0.026 vs $0.070. KAT Coder AIR V2.5 (default) is faster at 11.96s vs 48.94s, with pass rates of 43.5% vs 34.8%.
Compared models
- Rank
- #356
- Total Output Tokens
- 97,752
- Response Time (avg)
- 11.96s
- Total Cost
- $0.070
Recommended model
KAT Coder AIR V2.5 (default)
Its score stays close to the best score here (4.4 vs 4.5), while responding about 4.1x faster than Ring 2.6 1t (default).
Detailed comparison
| Metric | Ring 2.6 1t Ring 2.6 1t default | KAT Coder AIR V2.5 KAT Coder AIR V2.5 default |
|---|---|---|
| Score | 4.5 | 4.4 |
| Rank | #353 | #356 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.4 | 7.4 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 43.5% | 34.8% |
| Flaky tests | 2 | 7 |
| Total Runs | 69 | 69 |
| Cost per result | 0.037 | 1.382 |
| Total Cost | $0.026 | $0.070 |
| Input Price | $0.075 / 1M | $0.150 / 1M |
| Output Price | $0.625 / 1M | $0.600 / 1M |
| Cache Read Price | N/A | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 7,608 | 69,376 |
| Output Tokens | 17,529 | 7,792 |
| Reasoning Tokens | 34,499 | 89,960 |
| Response Time (avg) | 48.94s | 11.96s |
| Response Time (max) | 143.82s | 121.05s |
| Response Time (total) | 831.92s | 275.18s |
| Parameters | 1T total (63B 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.
#353 Ring 2.6 1t
default
Ring-2.6-1T is no longer available as a free model. It has transitioned to a paid model. Continue using it here: https://openrouter.ai/inclusionai/ring-2.6-1t
- Cost
- $0.000
- Time
- 0.0s
- Tokens
- 0 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ring 2.6 1t | 3.0 | 10.0 | 0.0% | 0 | 19ms | 0 | 0 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ring 2.6 1t | 9.2 | 8.4 | 91.7% | 1 | 43.33s | 810 | 1,297 | 4,278 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ring 2.6 1t | 5.3 | 10.0 | 33.3% | 0 | 143.82s | 834 | 1,071 | 3,965 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ring 2.6 1t | 3.0 | 10.0 | 0.0% | 0 | 0ms | 0 | 0 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ring 2.6 1t | 3.0 | 10.0 | 0.0% | 0 | 45.87s | 2,712 | 445 | 1,084 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ring 2.6 1t | 5.3 | 7.2 | 44.4% | 1 | 56.85s | 882 | 9,842 | 15,942 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ring 2.6 1t | 4.3 | 10.0 | 0.0% | 0 | 15.63s | 561 | 135 | 711 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ring 2.6 1t | 9.8 | 10.0 | 100.0% | 0 | 27.36s | 774 | 255 | 1,749 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ring 2.6 1t | 7.7 | 10.0 | 66.7% | 0 | 31.47s | 792 | 717 | 2,752 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ring 2.6 1t | 3.0 | 10.0 | 0.0% | 0 | 0ms | 0 | 0 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ring 2.6 1t | 3.0 | 10.0 | 0.0% | 0 | 133.60s | 243 | 3,767 | 4,018 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 17.96s | 204 | 19 | 9,749 |
Quick Compare
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