- Rank
- #101
- Total Output Tokens
- 62,356
- Response Time (avg)
- 4.38s
- Total Cost
- $0.120
Gemini 3.1 Flash Lite (medium) vs Qwen3.8 2.4T A95B (high)
Qwen3.8 2.4T A95B (high) leads on average score with 7.4 vs 7.3. Gemini 3.1 Flash Lite (medium) has the lower benchmark cost at $0.120 vs $2.357. Gemini 3.1 Flash Lite (medium) is faster at 4.38s vs 120.59s, with pass rates of 62.1% vs 74.2%.
- Rank
- #95
- Total Output Tokens
- 456,028
- Response Time (avg)
- 120.59s
- Total Cost
- $2.357
Recommended model
Gemini 3.1 Flash Lite (medium)
Its score stays close to the best score here (7.3 vs 7.4), while costing about 19.7x less than Qwen3.8 2.4T A95B (high).
Detailed comparison
| Metric | Gemini 3.1 Flash Lite Gemini 3.1 Flash Lite medium | Qwen3.8 2.4T A95B Qwen3.8 2.4T A95B high |
|---|---|---|
| Score | 7.3 | 7.4 |
| Rank | #101 | #95 |
| Reliability | 10.0 | 9.4 |
| Consistency | 9.2 | 8.3 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 62.1% | 74.2% |
| Flaky tests | 2 | 4 |
| Total Runs | 66 | 66 |
| Cost per result | 0.922 | 16.832 |
| Total Cost | $0.120 | $2.357 |
| Input Price | $0.250 / 1M | $2.000 / 1M |
| Output Price | $1.500 / 1M | $6.000 / 1M |
| Total Input Tokens | 104,925 | 108,931 |
| Output Tokens | 9,168 | 112,801 |
| Reasoning Tokens | 53,188 | 343,227 |
| Response Time (avg) | 4.38s | 120.59s |
| Response Time (max) | 26.22s | 532.28s |
| Response Time (total) | 96.32s | 2653.05s |
| Parameters | ~150B total (~10B active) | 2.4T total (95B active) |
| Availability | Closed | Weights available |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#101 Gemini 3.1 Flash Lite
medium- Cost
- $0.003
- Time
- 5.3s
- Tokens
- 1,754 tok
#95 Qwen3.8 2.4T A95B
high
Invalid SVG
- Cost
- $0.000
- Time
- 600.0s
- 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 | 9.1 | 10.0 | 75.0% | 0 | 2.39s | 502 | 604 | 4,201 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 24.22s | 1,128 | 305 | 4,864 |
| 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 | 3.81s | 8,134 | 459 | 8,978 | |
| Qwen3.8 2.4T A95B | 5.9 | 6.3 | 55.6% | 1 | 160.52s | 6,399 | 3,310 | 48,078 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite | 7.2 | 9.1 | 50.0% | 0 | 18.55s | 80,983 | 7,241 | 20,231 | |
| Qwen3.8 2.4T A95B | 6.9 | 5.9 | 66.7% | 1 | 266.12s | 81,205 | 7,791 | 41,921 |
| 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 | 2.60s | 7,362 | 279 | 2,845 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 13.67s | 7,928 | 550 | 2,307 |
| 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 | 3.93s | 650 | 15 | 7,223 | |
| Qwen3.8 2.4T A95B | 4.1 | 6.5 | 22.2% | 1 | 301.08s | 964 | 11,279 | 139,028 |
| 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 | 10.0 | 10.0 | 100.0% | 0 | 2.60s | 488 | 84 | 1,142 | |
| Qwen3.8 2.4T A95B | 6.1 | 3.1 | 66.7% | 1 | 11.38s | 630 | 2,020 | 2,165 |
| 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 | 9.9 | 10.0 | 100.0% | 0 | 2.59s | 623 | 75 | 3,320 | |
| Qwen3.8 2.4T A95B | 9.8 | 10.0 | 100.0% | 0 | 11.45s | 927 | 245 | 1,727 |
| 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 | 7.6 | 7.2 | 77.8% | 1 | 1.95s | 568 | 165 | 2,450 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 65.54s | 989 | 698 | 15,073 |
| 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 | 4.55s | 5,457 | 234 | 921 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 32.93s | 8,481 | 302 | 656 |
| 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 | 3.08s | 158 | 12 | 1,877 | |
| Qwen3.8 2.4T A95B | 3.0 | 10.0 | 0.0% | 0 | 347.95s | 280 | 86,301 | 87,408 |
Quick Compare
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