- Rank
- #90
- Total Output Tokens
- 57,778
- Response Time (avg)
- 4.59s
- Total Cost
- $0.117
Gemini 3.1 Flash Lite Preview (medium) vs Qwen3.7 Plus
Gemini 3.1 Flash Lite Preview (medium) leads on average score with 7.4 vs 7.3. Qwen3.7 Plus has the lower benchmark cost at $0.106 vs $0.117. Gemini 3.1 Flash Lite Preview (medium) is faster at 4.59s vs 12.11s, with pass rates of 63.6% vs 54.6%.
- Rank
- #101
- Total Output Tokens
- 58,097
- Response Time (avg)
- 12.11s
- Total Cost
- $0.106
Recommended model
Gemini 3.1 Flash Lite Preview (medium)
It has the best score here (7.4), while responding about 2.6x faster than Qwen3.7 Plus.
Detailed comparison
| Metric | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview medium | Qwen3.7 Plus Qwen3.7 Plus none |
|---|---|---|
| Score | 7.4 | 7.3 |
| Rank | #90 | #101 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.9 | 10.0 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 63.6% | 54.6% |
| Flaky tests | 0 | 0 |
| Total Runs | 66 | 66 |
| Cost per result | 0.829 | 0.930 |
| Total Cost | $0.117 | $0.106 |
| Input Price | $0.250 / 1M | $0.320 / 1M |
| Output Price | $1.500 / 1M | $1.280 / 1M |
| Total Input Tokens | 117,493 | 98,833 |
| Output Tokens | 10,589 | 58,097 |
| Reasoning Tokens | 47,189 | 0 |
| Response Time (avg) | 4.59s | 12.11s |
| Response Time (max) | 18.34s | 206.03s |
| Response Time (total) | 101.04s | 266.40s |
| Parameters | ~150B total (~10B active) | ~397B total (~17B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#90 Gemini 3.1 Flash Lite Preview
medium- Cost
- $0.003
- Time
- 5.2s
- Tokens
- 1,944 tok
#101 Qwen3.7 Plus
none- Cost
- $0.019
- Time
- 213.5s
- Tokens
- 11,960 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 Preview | 9.1 | 10.0 | 75.0% | 0 | 2.33s | 512 | 570 | 4,305 | |
| Qwen3.7 Plus | 6.5 | 10.0 | 50.0% | 0 | 1.38s | 696 | 349 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 5.5 | 10.0 | 33.3% | 0 | 4.09s | 8,126 | 461 | 8,597 | |
| Qwen3.7 Plus | 5.5 | 10.0 | 33.3% | 0 | 2.15s | 7,911 | 639 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 7.2 | 9.1 | 50.0% | 0 | 16.63s | 93,097 | 8,706 | 16,997 | |
| Qwen3.7 Plus | 10.0 | 10.0 | 100.0% | 0 | 117.70s | 71,266 | 56,024 | 0 |
| 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 Preview | 10.0 | 10.0 | 100.0% | 0 | 2.29s | 7,362 | 279 | 2,952 | |
| Qwen3.7 Plus | 10.0 | 10.0 | 100.0% | 0 | 1.43s | 7,794 | 243 | 0 |
| 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 Preview | 5.3 | 10.0 | 33.3% | 0 | 4.09s | 652 | 18 | 6,120 | |
| Qwen3.7 Plus | 5.3 | 10.0 | 33.3% | 0 | 1.04s | 798 | 18 | 0 |
| 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 Preview | 10.0 | 10.0 | 100.0% | 0 | 3.16s | 488 | 96 | 1,488 | |
| Qwen3.7 Plus | 5.3 | 10.0 | 0.0% | 0 | 1.33s | 522 | 78 | 0 |
| 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 Preview | 10.0 | 10.0 | 100.0% | 0 | 1.91s | 621 | 72 | 2,121 | |
| Qwen3.7 Plus | 6.3 | 10.0 | 50.0% | 0 | 929ms | 711 | 72 | 0 |
| 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 Preview | 7.7 | 10.0 | 66.7% | 0 | 5.30s | 566 | 141 | 1,896 | |
| Qwen3.7 Plus | 7.7 | 10.0 | 66.7% | 0 | 1.71s | 714 | 443 | 0 |
| 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 Preview | 10.0 | 10.0 | 100.0% | 0 | 3.80s | 5,909 | 234 | 912 | |
| Qwen3.7 Plus | 10.0 | 10.0 | 100.0% | 0 | 3.54s | 8,211 | 222 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 3.0 | 10.0 | 0.0% | 0 | 2.68s | 160 | 12 | 1,801 | |
| Qwen3.7 Plus | 3.0 | 10.0 | 0.0% | 0 | 1.21s | 210 | 9 | 0 |
Quick Compare
Switch Comparison Pair
Gemini 3.1 Flash Lite PreviewmediumvsQwen3.7 MaxnoneGemini 3.1 Flash LitemediumvsQwen3.7 PlusnoneDeepSeek V4 Flash 0731mediumvsQwen3.7 PlusnoneGemini 3.1 Flash Lite PreviewmediumvsGPT 5.3 ChatnoneKAT-Coder-Pro V2.5lowvsQwen3.7 PlusnoneGemini 3.1 Flash Lite PreviewmediumvsGPT-5.6 TerralowGemini 3.1 Flash Lite PreviewmediumvsQwen3.8 2.4T A95BhighKimi K2.6mediumvsQwen3.7 PlusnoneKAT-Coder-Pro V2.5highvsQwen3.7 PlusnoneGemini 3.1 Flash Lite PreviewmediumvsGrok 4.6lowGemini 3 Flash PreviewlowvsQwen3.7 PlusnoneQwen3.7 PlusnonevsGrok 4.6low