- Rank
- #252
- Total Output Tokens
- 165,031
- Response Time (avg)
- 65.52s
- Total Cost
- $0.072
Ring 2.6 1t (medium) vs GPT-5.4 Mini
The average score is effectively tied at 5.7 vs 5.7. Ring 2.6 1t (medium) has the lower benchmark cost at $0.072 vs $0.170. GPT-5.4 Mini is faster at 3.34s vs 65.52s, with pass rates of 56.5% vs 30.4%.
Compared models
- Rank
- #255
- Total Output Tokens
- 8,828
- Response Time (avg)
- 3.34s
- Total Cost
- $0.170
Recommended model
GPT-5.4 Mini
It has the best score here (5.7), while responding about 19.6x faster than Ring 2.6 1t (medium).
Detailed comparison
| Metric | Ring 2.6 1t Ring 2.6 1t medium | GPT-5.4 Mini GPT-5.4 Mini none |
|---|---|---|
| Score | 5.7 | 5.7 |
| Rank | #252 | #255 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.9 | 9.3 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 56.5% | 30.4% |
| Flaky tests | 3 | 2 |
| Total Runs | 69 | 69 |
| Cost per result | 0.654 | 2.818 |
| Total Cost | $0.072 | $0.170 |
| Input Price | $0.000 / 1M | $0.750 / 1M |
| Output Price | $0.000 / 1M | $4.500 / 1M |
| Total Input Tokens | 113,613 | 172,438 |
| Output Tokens | 122,706 | 8,828 |
| Reasoning Tokens | 42,325 | 0 |
| Response Time (avg) | 65.52s | 3.34s |
| Response Time (max) | 304.19s | 41.98s |
| Response Time (total) | 1376.01s | 76.84s |
| Parameters | 1T total (63B active) | ~400B total (~17B active) |
| Availability | Open source | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#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
#255 GPT-5.4 Mini
none- Cost
- $0.010
- Time
- 11.7s
- Tokens
- 2,151 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 |
|---|---|---|---|---|---|---|---|---|---|
| Ring 2.6 1t | 3.0 | 10.0 | 0.0% | 0 | 21ms | 0 | 0 | 0 | |
| GPT-5.4 Mini | 5.0 | 10.0 | 0.0% | 0 | 41.98s | 93,362 | 930 | 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 | 10.0 | 10.0 | 100.0% | 0 | 42.21s | 810 | 3,833 | 4,891 | |
| GPT-5.4 Mini | 3.1 | 8.1 | 8.3% | 1 | 929ms | 606 | 654 | 0 |
| 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 | 59.65s | 834 | 1,369 | 3,985 | |
| GPT-5.4 Mini | 5.5 | 10.0 | 33.3% | 0 | 913ms | 7,305 | 401 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ring 2.6 1t | 7.3 | 5.8 | 83.3% | 1 | 257.28s | 92,535 | 101,651 | 6,088 | |
| GPT-5.4 Mini | 6.5 | 10.0 | 50.0% | 0 | 6.22s | 55,842 | 5,637 | 0 |
| 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 | 6.5 | 10.0 | 50.0% | 0 | 37.36s | 8,046 | 840 | 1,937 | |
| GPT-5.4 Mini | 10.0 | 10.0 | 100.0% | 0 | 1.30s | 7,140 | 222 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ring 2.6 1t | 3.6 | 7.2 | 22.2% | 1 | 65.30s | 882 | 9,371 | 14,584 | |
| GPT-5.4 Mini | 3.6 | 7.2 | 22.2% | 1 | 1.31s | 732 | 106 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ring 2.6 1t | 4.1 | 10.0 | 0.0% | 0 | 58.26s | 561 | 150 | 583 | |
| GPT-5.4 Mini | 4.8 | 10.0 | 0.0% | 0 | 1.82s | 477 | 174 | 0 |
| 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 | 11.78s | 774 | 266 | 1,831 | |
| GPT-5.4 Mini | 6.3 | 10.0 | 50.0% | 0 | 728ms | 660 | 101 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ring 2.6 1t | 5.9 | 7.2 | 55.6% | 1 | 20.73s | 792 | 697 | 2,479 | |
| GPT-5.4 Mini | 5.4 | 10.0 | 33.3% | 0 | 836ms | 642 | 305 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Ring 2.6 1t | 10.0 | 10.0 | 100.0% | 0 | 104.44s | 8,136 | 234 | 1,531 | |
| GPT-5.4 Mini | 3.0 | 10.0 | 0.0% | 0 | 2.32s | 5,477 | 255 | 0 |
| 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 | 113.91s | 243 | 4,295 | 4,416 | |
| GPT-5.4 Mini | 3.0 | 10.0 | 0.0% | 0 | 1.33s | 195 | 43 | 0 |
Quick Compare
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