- Rank
- #108
- Total Output Tokens
- 203,134
- Response Time (avg)
- 55.99s
- Total Cost
- $0.261
DeepSeek V4 Flash 0423 (high) vs Ring 2.6 1t (medium)
DeepSeek V4 Flash 0423 (high) leads on average score with 8.1 vs 5.7. Ring 2.6 1t (medium) has the lower benchmark cost at $0.102 vs $0.261. DeepSeek V4 Flash 0423 (high) is faster at 55.99s vs 65.52s, with pass rates of 71.0% vs 56.5%.
Compared models
- Rank
- #300
- Total Output Tokens
- 149,419
- Response Time (avg)
- 65.52s
- Total Cost
- $0.102
Recommended model
DeepSeek V4 Flash 0423 (high)
It has the strongest score in this comparison (8.1) and the best overall balance of cost and response time across 2 models.
Detailed comparison
| Metric | DeepSeek V4 Flash 0423 DeepSeek V4 Flash 0423 high | Ring 2.6 1t Ring 2.6 1t medium |
|---|---|---|
| Score | 8.1 | 5.7 |
| Rank | #108 | #300 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.6 | 8.9 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 71.0% | 56.5% |
| Flaky tests | 4 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 0.547 | 0.654 |
| Total Cost | $0.261 | $0.102 |
| Input Price | $0.002 / 1M | $0.075 / 1M |
| Output Price | $1.280 / 1M | $0.625 / 1M |
| Cache Read Price | $0.002 / 1M | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 298,794 | 113,613 |
| Output Tokens | 45,873 | 122,706 |
| Reasoning Tokens | 188,721 | 42,325 |
| Response Time (avg) | 55.99s | 65.52s |
| Response Time (max) | 218.13s | 304.19s |
| Response Time (total) | 1287.87s | 1376.01s |
| Parameters | 284B total (13B active) | 1T total (63B active) |
| Availability | Open source | Open source |
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.
#108 DeepSeek V4 Flash 0423
high- Cost
- $0.003
- Time
- 93.1s
- Tokens
- 7,926 tok
#300 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
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 10.0 | 10.0 | 100.0% | 0 | 148.13s | 190,314 | 8,644 | 14,640 | |
| 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 Flash 0423 | 8.3 | 10.0 | 75.0% | 0 | 28.51s | 540 | 140 | 7,770 | |
| 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 Flash 0423 | 7.8 | 10.0 | 66.7% | 0 | 50.60s | 7,279 | 395 | 34,862 | |
| 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 Flash 0423 | 6.4 | 5.8 | 66.7% | 1 | 104.10s | 82,663 | 4,633 | 37,533 | |
| 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 Flash 0423 | 10.0 | 10.0 | 100.0% | 0 | 28.03s | 7,290 | 201 | 1,179 | |
| 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 Flash 0423 | 3.6 | 7.2 | 22.2% | 1 | 115.42s | 754 | 22,778 | 79,643 | |
| 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 Flash 0423 | 6.1 | 3.1 | 66.7% | 1 | 25.15s | 471 | 79 | 632 | |
| 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 Flash 0423 | 10.0 | 10.0 | 100.0% | 0 | 15.36s | 627 | 63 | 1,622 | |
| 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 Flash 0423 | 8.2 | 7.2 | 88.9% | 1 | 26.11s | 594 | 196 | 1,767 | |
| 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 Flash 0423 | 10.0 | 10.0 | 100.0% | 0 | 74.73s | 8,079 | 228 | 542 | |
| 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 Flash 0423 | 3.0 | 10.0 | 0.0% | 0 | 54.46s | 183 | 8,516 | 8,531 | |
| Ring 2.6 1t | 3.0 | 10.0 | 0.0% | 0 | 113.91s | 243 | 4,295 | 4,416 |
Quick Compare
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