- Rank
- #77
- Total Output Tokens
- 246,012
- Response Time (avg)
- 18.59s
- Total Cost
- $2.737
Gemini 3.5 Flash (high) vs Qwen3.8 2.4T A95B (low)
Qwen3.8 2.4T A95B (low) leads on average score with 8.4 vs 8.3. Gemini 3.5 Flash (high) has the lower benchmark cost at $2.737 vs $3.172. Gemini 3.5 Flash (high) is faster at 18.59s vs 120.40s, with pass rates of 85.5% vs 73.9%.
Compared models
- Rank
- #68
- Total Output Tokens
- 512,034
- Response Time (avg)
- 120.40s
- Total Cost
- $3.172
Recommended model
Gemini 3.5 Flash (high)
Its score stays close to the best score here (8.3 vs 8.4), while responding about 6.5x faster than Qwen3.8 2.4T A95B (low).
Detailed comparison
| Metric | Gemini 3.5 Flash Gemini 3.5 Flash high | Qwen3.8 2.4T A95B Qwen3.8 2.4T A95B low |
|---|---|---|
| Score | 8.3 | 8.4 |
| Rank | #77 | #68 |
| Reliability | 10.0 | 9.6 |
| Consistency | 9.3 | 9.2 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 85.5% | 73.9% |
| Flaky tests | 2 | 2 |
| Total Runs | 69 | 69 |
| Cost per result | 14.402 | 19.825 |
| Total Cost | $2.737 | $3.172 |
| Input Price | $1.500 / 1M | $2.000 / 1M |
| Output Price | $9.000 / 1M | $6.000 / 1M |
| Total Input Tokens | 348,103 | 313,881 |
| Output Tokens | 11,045 | 123,706 |
| Reasoning Tokens | 234,967 | 388,328 |
| Response Time (avg) | 18.59s | 120.40s |
| Response Time (max) | 145.92s | 534.21s |
| Response Time (total) | 427.52s | 2769.16s |
| Parameters | ~500B total (~20B 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.
#77 Gemini 3.5 Flash
high- Cost
- $0.208
- Time
- 118.2s
- Tokens
- 23,158 tok
#68 Qwen3.8 2.4T A95B
low- Cost
- $0.100
- Time
- 193.2s
- Tokens
- 16,767 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 3.4 | 9.6 | 0.0% | 0 | 87.32s | 240,957 | 2,268 | 38,262 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 151.76s | 200,602 | 2,661 | 13,832 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 2.57s | 492 | 174 | 4,997 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 22.04s | 1,104 | 397 | 4,814 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 22.96s | 8,118 | 456 | 47,129 | |
| Qwen3.8 2.4T A95B | 7.8 | 9.3 | 66.7% | 0 | 172.53s | 6,716 | 21,405 | 57,399 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 8.2 | 6.9 | 66.7% | 1 | 84.14s | 82,416 | 7,153 | 93,585 | |
| Qwen3.8 2.4T A95B | 8.2 | 6.9 | 66.7% | 1 | 231.85s | 85,267 | 8,008 | 50,681 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 6.43s | 7,548 | 279 | 8,466 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 22.27s | 7,956 | 839 | 2,445 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 5.3 | 7.2 | 44.4% | 1 | 16.99s | 642 | 12 | 28,526 | |
| Qwen3.8 2.4T A95B | 3.2 | 9.3 | 0.0% | 0 | 287.65s | 1,008 | 16,133 | 156,114 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 3.63s | 486 | 115 | 1,650 | |
| Qwen3.8 2.4T A95B | 6.1 | 3.1 | 66.7% | 1 | 22.97s | 606 | 44 | 1,497 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 3.35s | 615 | 70 | 3,799 | |
| Qwen3.8 2.4T A95B | 9.8 | 10.0 | 100.0% | 0 | 19.54s | 903 | 263 | 1,480 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 3.23s | 558 | 241 | 4,940 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 43.37s | 1,026 | 1,154 | 25,563 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 9.8 | 10.0 | 100.0% | 0 | 4.96s | 6,115 | 265 | 1,608 | |
| Qwen3.8 2.4T A95B | 10.0 | 10.0 | 100.0% | 0 | 25.88s | 8,481 | 302 | 975 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 3.94s | 156 | 12 | 2,005 | |
| Qwen3.8 2.4T A95B | 3.0 | 10.0 | 0.0% | 0 | 422.46s | 212 | 72,500 | 73,528 |
Quick Compare
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