- Rank
- #250
- Total Output Tokens
- 292,779
- Response Time (avg)
- 16.63s
- Total Cost
- $0.123
DeepSeek V4.1 Flash vs Ring 2.6 1t (medium)
The average score is effectively tied at 5.8 vs 5.7. Ring 2.6 1t (medium) has the lower benchmark cost at $0.072 vs $0.123. DeepSeek V4.1 Flash is faster at 16.63s vs 65.52s, with pass rates of 36.2% vs 56.5%.
Compared models
- Rank
- #252
- Total Output Tokens
- 165,031
- Response Time (avg)
- 65.52s
- Total Cost
- $0.072
Recommended model
DeepSeek V4.1 Flash
It has the best score here (5.8), while responding about 3.9x faster than Ring 2.6 1t (medium).
Detailed comparison
| Metric | DeepSeek V4.1 Flash DeepSeek V4.1 Flash none | Ring 2.6 1t Ring 2.6 1t medium |
|---|---|---|
| Score | 5.8 | 5.7 |
| Rank | #250 | #252 |
| Reliability | 9.7 | 10.0 |
| Consistency | 9.1 | 8.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 36.2% | 56.5% |
| Flaky tests | 3 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 2.806 | 0.654 |
| Total Cost | $0.123 | $0.072 |
| Input Price | $0.020 / 1M | $0.000 / 1M |
| Output Price | $0.396 / 1M | $0.000 / 1M |
| Total Input Tokens | 337,756 | 113,613 |
| Output Tokens | 292,779 | 122,706 |
| Reasoning Tokens | 0 | 42,325 |
| Response Time (avg) | 16.63s | 65.52s |
| Response Time (max) | 247.66s | 304.19s |
| Response Time (total) | 382.53s | 1376.01s |
| Parameters | 748B total (16B active) | 1T total (63B active) |
| Availability | Open source | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#250 DeepSeek V4.1 Flash
none- Cost
- $0.021
- Time
- 55.4s
- Tokens
- 17,181 tok
#252 Ring 2.6 1t
medium
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
- 0.1s
- Tokens
- 0 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 7.4 | 3.8 | 66.7% | 1 | 55.81s | 200,069 | 18,999 | 0 | |
| Ring 2.6 1t | 3.0 | 10.0 | 0.0% | 0 | 21ms | 0 | 0 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 3.7 | 8.4 | 8.3% | 1 | 1.90s | 552 | 907 | 0 | |
| Ring 2.6 1t | 10.0 | 10.0 | 100.0% | 0 | 42.21s | 810 | 3,833 | 4,891 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 5.5 | 10.0 | 33.3% | 0 | 83.66s | 7,284 | 263,438 | 0 | |
| Ring 2.6 1t | 5.3 | 10.0 | 33.3% | 0 | 59.65s | 834 | 1,369 | 3,985 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 10.37s | 116,933 | 8,699 | 0 | |
| Ring 2.6 1t | 7.3 | 5.8 | 83.3% | 1 | 257.28s | 92,535 | 101,651 | 6,088 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 6.5 | 10.0 | 50.0% | 0 | 3.09s | 2,322 | 117 | 0 | |
| Ring 2.6 1t | 6.5 | 10.0 | 50.0% | 0 | 37.36s | 8,046 | 840 | 1,937 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 7.7 | 10.0 | 66.7% | 0 | 5.46s | 684 | 21 | 0 | |
| Ring 2.6 1t | 3.6 | 7.2 | 22.2% | 1 | 65.30s | 882 | 9,371 | 14,584 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 5.5 | 10.0 | 0.0% | 0 | 1.69s | 474 | 93 | 0 | |
| Ring 2.6 1t | 4.1 | 10.0 | 0.0% | 0 | 58.26s | 561 | 150 | 583 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 6.5 | 10.0 | 50.0% | 0 | 6.81s | 633 | 62 | 0 | |
| Ring 2.6 1t | 9.8 | 10.0 | 100.0% | 0 | 11.78s | 774 | 266 | 1,831 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 5.3 | 7.2 | 44.4% | 1 | 1.49s | 603 | 215 | 0 | |
| Ring 2.6 1t | 5.9 | 7.2 | 55.6% | 1 | 20.73s | 792 | 697 | 2,479 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 10.0 | 10.0 | 100.0% | 0 | 3.76s | 8,016 | 219 | 0 | |
| Ring 2.6 1t | 10.0 | 10.0 | 100.0% | 0 | 104.44s | 8,136 | 234 | 1,531 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4.1 Flash | 3.0 | 10.0 | 0.0% | 0 | 1.32s | 186 | 9 | 0 | |
| Ring 2.6 1t | 3.0 | 10.0 | 0.0% | 0 | 113.91s | 243 | 4,295 | 4,416 |
Quick Compare
Switch Comparison Pair
Trinity Large ThinkinghighvsRing 2.6 1tmediumDeepSeek V4.1 FlashnonevsLing 3.0 FlashhighRing 2.6 1tmediumvsGPT-5.4 MininoneSeed 2.1 TurbononevsRing 2.6 1tmediumTrinity Large ThinkinghighvsDeepSeek V4.1 FlashnoneDeepSeek V4.1 FlashnonevsGPT-5 NanomediumRing 2.6 1tmediumvsGPT-5.6 TerranoneGemma 4 31BnoneFree AvailablevsRing 2.6 1tmediumDeepSeek V4.1 FlashnonevsDots 3 Note PreviewmediumFree AvailableRing 2.6 1tmediumvsSpace Bunny AlphalowRing 2.6 1tmediumvsGPT-5.4noneRing 2.6 1tmediumvsQwen3.7 Flashnone