- Rank
- #206
- Total Output Tokens
- 267,421
- Response Time (avg)
- 78.59s
- Total Cost
- $0.100
Gemma 4 31B (medium) vs Ring-2.6-1T (medium)
Ring-2.6-1T (medium) leads on average score with 6.4 vs 6.2. Gemma 4 31B (medium) has the lower benchmark cost at $0.100 vs $0.102. Ring-2.6-1T (medium) is faster at 68.80s vs 78.59s, with pass rates of 65.2% vs 59.1%.
Compared models
- Rank
- #200
- Total Output Tokens
- 165,031
- Response Time (avg)
- 68.80s
- Total Cost
- $0.102
Recommended model
Ring-2.6-1T (medium)
It has the strongest score in this comparison (6.4) and the best overall balance of cost and response time across all 2 models.
Detailed comparison
| Metric | Gemma 4 31B Gemma 4 31B medium Free Available | Ring-2.6-1T Ring-2.6-1T medium |
|---|---|---|
| Score | 6.2 | 6.4 |
| Rank | #206 | #200 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.7 | 8.9 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 65.2% | 59.1% |
| Flaky tests | 3 | 3 |
| Total Runs | 66 | 66 |
| Cost per result | 1.152 | 0.654 |
| Total Cost | $0.100 | $0.102 |
| Input Price | $0.090 / 1M | $0.075 / 1M |
| Output Price | $0.340 / 1M | $0.625 / 1M |
| Total Input Tokens | 94,969 | 113,613 |
| Output Tokens | 34,399 | 122,706 |
| Reasoning Tokens | 233,022 | 42,325 |
| Response Time (avg) | 78.59s | 68.80s |
| Response Time (max) | 437.40s | 304.19s |
| Response Time (total) | 1571.84s | 1375.99s |
| Parameters | 30.7B | 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.
#206 Gemma 4 31B
medium- Cost
- $0.002
- Time
- 45.7s
- Tokens
- 2,696 tok
#200 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
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 31B | 10.0 | 10.0 | 100.0% | 0 | 12.89s | 816 | 962 | 2,046 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 31B | 4.3 | 5.8 | 22.2% | 1 | 219.76s | 5,568 | 11,098 | 33,212 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 31B | 2.9 | 5.8 | 16.7% | 1 | 433.11s | 77,035 | 12,112 | 157,552 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 31B | 10.0 | 10.0 | 100.0% | 0 | 21.11s | 8,334 | 1,822 | 2,951 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 31B | 5.3 | 7.2 | 44.4% | 1 | 59.92s | 853 | 4,280 | 18,729 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 31B | 10.0 | 10.0 | 100.0% | 0 | 9.57s | 567 | 105 | 888 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 31B | 10.0 | 10.0 | 100.0% | 0 | 12.76s | 777 | 533 | 2,035 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 31B | 9.9 | 10.0 | 100.0% | 0 | 26.91s | 801 | 1,795 | 5,595 | |
| 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 31B | 3.0 | 10.0 | 0.0% | 0 | 0ms | 0 | 0 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemma 4 31B | 3.0 | 10.0 | 0.0% | 0 | 90.14s | 218 | 1,692 | 10,014 | |
| Ring-2.6-1T | 3.0 | 10.0 | 0.0% | 0 | 113.91s | 243 | 4,295 | 4,416 |
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