- Rank
- #197
- Total Output Tokens
- 11,118
- Response Time (avg)
- 1.85s
- Total Cost
- $0.047
Gemini 3.1 Flash Lite (minimal) vs Ring-2.6-1T (medium)
Ring-2.6-1T (medium) leads on average score with 6.4 vs 6.1. Gemini 3.1 Flash Lite (minimal) has the lower benchmark cost at $0.047 vs $0.102. Gemini 3.1 Flash Lite (minimal) is faster at 1.85s vs 68.80s, with pass rates of 51.5% vs 59.1%.
Compared models
- Rank
- #190
- Total Output Tokens
- 165,031
- Response Time (avg)
- 68.80s
- Total Cost
- $0.102
Recommended model
Gemini 3.1 Flash Lite (minimal)
Its score stays close to the best score here (6.1 vs 6.4), while costing about 2.2x less than Ring-2.6-1T (medium).
Detailed comparison
| Metric | Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite minimal | Ring-2.6-1T Ring-2.6-1T medium |
|---|---|---|
| Score | 6.1 | 6.4 |
| Rank | #197 | #190 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.9 | 8.9 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 51.5% | 59.1% |
| Flaky tests | 3 | 3 |
| Total Runs | 66 | 66 |
| Cost per result | 0.465 | 0.654 |
| Total Cost | $0.047 | $0.102 |
| Input Price | $0.250 / 1M | $0.075 / 1M |
| Output Price | $1.500 / 1M | $0.625 / 1M |
| Total Input Tokens | 119,076 | 113,613 |
| Output Tokens | 11,118 | 122,706 |
| Reasoning Tokens | 0 | 42,325 |
| Response Time (avg) | 1.85s | 68.80s |
| Response Time (max) | 12.97s | 304.19s |
| Response Time (total) | 40.74s | 1375.99s |
| Parameters | ~150B total (~10B active) | 1T total (63B active) |
| Availability | Closed | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#197 Gemini 3.1 Flash Lite
minimal- Cost
- $0.001
- Time
- 3.7s
- Tokens
- 635 tok
#190 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 8.3 | 10.0 | 75.0% | 0 | 1.10s | 500 | 639 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 5.5 | 10.0 | 33.3% | 0 | 831ms | 8,126 | 666 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 3.0 | 10.0 | 0.0% | 0 | 7.75s | 94,962 | 8,988 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 1.04s | 7,552 | 279 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 2.9 | 7.2 | 11.1% | 1 | 972ms | 652 | 15 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 4.0 | 10.0 | 0.0% | 0 | 791ms | 490 | 63 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 932ms | 615 | 72 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 6.0 | 4.6 | 66.7% | 2 | 2.15s | 564 | 153 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 3.51s | 5,457 | 234 | 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 3.0 | 10.0 | 0.0% | 0 | 724ms | 158 | 9 | 0 | |
| Ring-2.6-1T | 3.0 | 10.0 | 0.0% | 0 | 113.91s | 243 | 4,295 | 4,416 |
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