- Rank
- #48
- Total Output Tokens
- 1,039,092
- Response Time (avg)
- 89.92s
- Total Cost
- $8.734
Gemini 4 Hydrogen (xhigh) vs Qwen3.8 Max (0902) (high)
The average score is effectively tied at 9.2 vs 9.1. Qwen3.8 Max (0902) (high) has the lower benchmark cost at $3.306 vs $8.734. Gemini 4 Hydrogen (xhigh) is faster at 89.92s vs 186.06s, with pass rates of 89.9% vs 87.0%.
Compared models
- Rank
- #49
- Total Output Tokens
- 441,352
- Response Time (avg)
- 186.06s
- Total Cost
- $3.306
Recommended model
Qwen3.8 Max (0902) (high)
It has the best score here (9.1), while costing about 2.6x less than Gemini 4 Hydrogen (xhigh).
Detailed comparison
| Metric | Gemini 4 Hydrogen Gemini 4 Hydrogen xhigh | Qwen3.8 Max (0902) Qwen3.8 Max (0902) high |
|---|---|---|
| Score | 9.2 | 9.1 |
| Rank | #48 | #49 |
| Reliability | 9.0 | 9.8 |
| Consistency | 9.1 | 9.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 89.9% | 87.0% |
| Flaky tests | 3 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 45.967 | 18.364 |
| Total Cost | $8.734 | $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 | 626,965 | 328,637 |
| Output Tokens | 9,003 | 8,619 |
| Reasoning Tokens | 1,030,089 | 432,733 |
| Response Time (avg) | 89.92s | 186.06s |
| Response Time (max) | 379.79s | 912.78s |
| Response Time (total) | 2068.10s | 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.
#48 Gemini 4 Hydrogen
xhigh- Cost
- $0.329
- Time
- 259.1s
- Tokens
- 43,952 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 | 103.09s | 247,153 | 1,133 | 31,102 | |
| 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 | 6.98s | 918 | 176 | 7,105 | |
| 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 | 86.90s | 8,448 | 485 | 125,825 | |
| 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 | 5.2 | 6.9 | 33.3% | 1 | 332.59s | 299,105 | 6,028 | 346,202 | |
| 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 | 16.34s | 8,025 | 340 | 12,072 | |
| 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 | 7.6 | 7.2 | 77.8% | 1 | 267.57s | 963 | 42 | 440,755 | |
| 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 | 9.66s | 591 | 111 | 2,939 | |
| 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 | 8.5 | 6.8 | 83.3% | 1 | 19.81s | 825 | 96 | 15,385 | |
| 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 | 8.37s | 882 | 275 | 6,720 | |
| 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 | 74.83s | 59,794 | 293 | 30,902 | |
| 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 | 26.65s | 261 | 24 | 11,082 | |
| Qwen3.8 Max (0902) | 3.0 | 10.0 | 0.0% | 0 | 532.59s | 318 | 19 | 70,511 |
Quick Compare
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