- Rank
- #54
- Total Output Tokens
- 212,638
- Response Time (avg)
- 23.79s
- Total Cost
- $2.019
Gemini 4 Hydrogen (high) vs Qwen3.8 Max (0902) (high)
The average score is effectively tied at 9.1 vs 9.1. Gemini 4 Hydrogen (high) has the lower benchmark cost at $2.019 vs $3.306. Gemini 4 Hydrogen (high) is faster at 23.79s vs 186.06s, with pass rates of 94.2% vs 87.0%.
Compared models
- Rank
- #49
- Total Output Tokens
- 441,352
- Response Time (avg)
- 186.06s
- Total Cost
- $3.306
Recommended model
Gemini 4 Hydrogen (high)
It has the best score here (9.1), while costing about 1.6x less than Qwen3.8 Max (0902) (high).
Detailed comparison
| Metric | Gemini 4 Hydrogen Gemini 4 Hydrogen high | Qwen3.8 Max (0902) Qwen3.8 Max (0902) high |
|---|---|---|
| Score | 9.1 | 9.1 |
| Rank | #54 | #49 |
| Reliability | 9.1 | 9.8 |
| Consistency | 8.5 | 9.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 94.2% | 87.0% |
| Flaky tests | 4 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 10.624 | 18.364 |
| Total Cost | $2.019 | $3.306 |
| Input Price | $1.500 / 1M | $2.000 / 1M |
| Output Price | $7.500 / 1M | $6.000 / 1M |
| Cache Read Price | $0.075 / 1M | $0.250 / 1M |
| Cache Write Price | $0.084 / 1M | $2.500 / 1M |
| Total Input Tokens | 282,413 | 328,637 |
| Output Tokens | 6,186 | 8,619 |
| Reasoning Tokens | 206,452 | 432,733 |
| Response Time (avg) | 23.79s | 186.06s |
| Response Time (max) | 98.19s | 912.78s |
| Response Time (total) | 547.07s | 4279.49s |
| Parameters | ~300B total (~15B active) | 2.4T total (~100B active) |
| Availability | Closed | Closed |
Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#54 Gemini 4 Hydrogen
high- Cost
- $0.101
- Time
- 85.4s
- Tokens
- 13,562 tok
#49 Qwen3.8 Max (0902)
high
Reached the allocated time limit (600 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 600.0s
- Tokens
- 0 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Hydrogen | 10.0 | 10.0 | 100.0% | 0 | 73.28s | 168,210 | 1,106 | 15,190 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 197.08s | 219,411 | 1,729 | 20,180 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Hydrogen | 10.0 | 10.0 | 100.0% | 0 | 3.51s | 918 | 204 | 2,880 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 15.86s | 1,128 | 263 | 6,631 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Hydrogen | 10.0 | 10.0 | 100.0% | 0 | 19.18s | 8,448 | 492 | 22,526 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 253.22s | 8,235 | 418 | 91,734 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Hydrogen | 4.7 | 1.6 | 66.7% | 2 | 68.35s | 81,978 | 3,209 | 56,227 | |
| Qwen3.8 Max (0902) | 8.7 | 6.9 | 83.3% | 1 | 110.39s | 79,527 | 5,215 | 28,102 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Hydrogen | 10.0 | 10.0 | 100.0% | 0 | 4.99s | 8,025 | 336 | 2,535 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 16.37s | 8,010 | 261 | 3,598 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Hydrogen | 6.4 | 4.4 | 77.8% | 2 | 69.17s | 963 | 49 | 94,927 | |
| Qwen3.8 Max (0902) | 5.9 | 7.2 | 55.6% | 1 | 658.46s | 842 | 31 | 154,450 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Hydrogen | 10.0 | 10.0 | 100.0% | 0 | 6.24s | 591 | 128 | 1,580 | |
| Qwen3.8 Max (0902) | 6.5 | 3.4 | 66.7% | 1 | 75.11s | 630 | 80 | 8,110 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Hydrogen | 10.0 | 10.0 | 100.0% | 0 | 5.54s | 825 | 96 | 3,059 | |
| Qwen3.8 Max (0902) | 9.8 | 10.0 | 100.0% | 0 | 7.55s | 927 | 86 | 1,823 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Hydrogen | 10.0 | 10.0 | 100.0% | 0 | 3.19s | 882 | 230 | 2,102 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 134.14s | 1,038 | 268 | 47,351 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Hydrogen | 10.0 | 10.0 | 100.0% | 0 | 13.26s | 11,312 | 312 | 3,279 | |
| Qwen3.8 Max (0902) | 10.0 | 10.0 | 100.0% | 0 | 5.21s | 8,571 | 249 | 243 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 4 Hydrogen | 10.0 | 10.0 | 100.0% | 0 | 7.88s | 261 | 24 | 2,147 | |
| Qwen3.8 Max (0902) | 3.0 | 10.0 | 0.0% | 0 | 532.59s | 318 | 19 | 70,511 |
Quick Compare
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