- Rank
- #351
- Total Output Tokens
- 14,903
- Response Time (avg)
- 10.21s
- Total Cost
- $0.002
Ling 2.6 Flash (default) vs KAT Coder AIR V2.5 (default)
Ling 2.6 Flash (default) leads on average score with 4.5 vs 4.4. Ling 2.6 Flash (default) has the lower benchmark cost at $0.002 vs $0.070. Ling 2.6 Flash (default) is faster at 10.21s vs 11.96s, with pass rates of 29.0% vs 34.8%.
Compared models
- Rank
- #356
- Total Output Tokens
- 97,752
- Response Time (avg)
- 11.96s
- Total Cost
- $0.070
Recommended model
Ling 2.6 Flash (default)
It has the best score here (4.5), while costing about 43.4x less than KAT Coder AIR V2.5 (default).
Detailed comparison
| Metric | Ling 2.6 Flash Ling 2.6 Flash default | KAT Coder AIR V2.5 KAT Coder AIR V2.5 default |
|---|---|---|
| Score | 4.5 | 4.4 |
| Rank | #351 | #356 |
| Reliability | 9.6 | 10.0 |
| Consistency | 9.3 | 7.4 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 29.0% | 34.8% |
| Flaky tests | 2 | 7 |
| Total Runs | 69 | 69 |
| Cost per result | 0.024 | 1.382 |
| Total Cost | $0.002 | $0.070 |
| Input Price | $0.010 / 1M | $0.150 / 1M |
| Output Price | $0.030 / 1M | $0.600 / 1M |
| Cache Read Price | N/A | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 114,384 | 69,376 |
| Output Tokens | 14,903 | 7,792 |
| Reasoning Tokens | 0 | 89,960 |
| Response Time (avg) | 10.21s | 11.96s |
| Response Time (max) | 36.03s | 121.05s |
| Response Time (total) | 214.31s | 275.18s |
| Parameters | 104B total (7.4B 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.
#351 Ling 2.6 Flash
default
Ling-2.6-flash is no longer available as a free model. It has transitioned to a paid model. Continue using it here: https://openrouter.ai/inclusionai/ling-2.6-flash
- 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ling 2.6 Flash | 3.0 | 10.0 | 0.0% | 0 | 32ms | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ling 2.6 Flash | 6.8 | 8.1 | 58.3% | 1 | 11.81s | 726 | 573 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ling 2.6 Flash | 5.3 | 10.0 | 33.3% | 0 | 11.21s | 813 | 381 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ling 2.6 Flash | 3.0 | 10.0 | 0.0% | 0 | 35.69s | 94,475 | 13,094 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ling 2.6 Flash | 6.5 | 10.0 | 50.0% | 0 | 8.48s | 8,004 | 246 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ling 2.6 Flash | 3.0 | 10.0 | 0.0% | 0 | 5.20s | 819 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ling 2.6 Flash | 4.0 | 10.0 | 0.0% | 0 | 1.45s | 540 | 109 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ling 2.6 Flash | 9.8 | 10.0 | 100.0% | 0 | 5.52s | 732 | 81 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ling 2.6 Flash | 2.9 | 7.2 | 11.1% | 1 | 6.51s | 729 | 151 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ling 2.6 Flash | 3.0 | 10.0 | 0.0% | 0 | 18.80s | 7,324 | 229 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ling 2.6 Flash | 3.0 | 10.0 | 0.0% | 0 | 1.06s | 222 | 15 | 0 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 17.96s | 204 | 19 | 9,749 |
Quick Compare
Switch Comparison Pair
KAT Coder AIR V2.5defaultvsNemotron 3 SupernoneFree AvailableGranite 4.2 8BnonevsKAT Coder AIR V2.5defaultLing 2.6 FlashdefaultvsNemotron 3.5 LightninglowFree AvailableLing 2.6 FlashdefaultvsNemotron 3 SupernoneFree AvailableCobuddymediumFree AvailablevsKAT Coder AIR V2.5defaultLing 2.6 FlashdefaultvsLaguna S 2.1lowFree AvailableMercury 2nonevsKAT Coder AIR V2.5defaultLing 2.6 FlashdefaultvsGPT-5.4 NanononeDeepSeek V3.2nonevsLing 2.6 FlashdefaultGranite 4.2 8BnonevsLing 2.6 FlashdefaultLing 2.6 FlashdefaultvsQwen3 Coder NextmediumKAT Coder AIR V2.5defaultvsNemotron 3.5 LightninglowFree Available