- Rank
- #80
- Total Output Tokens
- 67,842
- Response Time (avg)
- 16.72s
- Total Cost
- $3.490
Claude Opus 4.8 (medium) vs DeepSeek V4 Flash 0731 (high)
DeepSeek V4 Flash 0731 (high) leads on average score with 8.4 vs 8.3. DeepSeek V4 Flash 0731 (high) has the lower benchmark cost at $0.578 vs $3.490. Claude Opus 4.8 (medium) is faster at 16.72s vs 118.83s, with pass rates of 82.6% vs 76.8%.
Compared models
- Rank
- #74
- Total Output Tokens
- 532,511
- Response Time (avg)
- 118.83s
- Total Cost
- $0.578
Recommended model
DeepSeek V4 Flash 0731 (high)
It has the best score here (8.4), while costing about 6.0x less than Claude Opus 4.8 (medium).
Detailed comparison
| Metric | Claude Opus 4.8 Claude Opus 4.8 medium | DeepSeek V4 Flash 0731 DeepSeek V4 Flash 0731 high |
|---|---|---|
| Score | 8.3 | 8.4 |
| Rank | #80 | #74 |
| Reliability | 10.0 | 10.0 |
| Consistency | 9.0 | 8.1 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 82.6% | 76.8% |
| Flaky tests | 3 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 20.527 | 1.069 |
| Total Cost | $3.490 | $0.578 |
| Input Price | $5.000 / 1M | $0.010 / 1M |
| Output Price | $25.000 / 1M | $1.280 / 1M |
| Total Input Tokens | 360,294 | 281,863 |
| Output Tokens | 43,441 | 24,535 |
| Reasoning Tokens | 24,401 | 507,976 |
| Response Time (avg) | 16.72s | 118.83s |
| Response Time (max) | 99.37s | 600.61s |
| Response Time (total) | 384.66s | 2733.01s |
| Parameters | ~5T total (~500B active) | 284B total (13B active) |
| Availability | Closed | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#80 Claude Opus 4.8
medium- Cost
- $0.057
- Time
- 23.1s
- Tokens
- 2,412 tok
#74 DeepSeek V4 Flash 0731
high
No output was saved. The original provider response or failure reason is unavailable.
- Cost
- $0.000
- Time
- 187.3s
- Tokens
- 19,048 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 |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 6.1 | 3.1 | 66.7% | 1 | 99.37s | 221,846 | 2,676 | 13,239 | |
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 204.36s | 185,161 | 7,569 | 11,635 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 3.95s | 834 | 1,179 | 478 | |
| DeepSeek V4 Flash 0731 | 8.7 | 7.9 | 91.7% | 1 | 13.62s | 1,488 | 542 | 10,576 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 15.33s | 10,590 | 9,945 | 1,381 | |
| DeepSeek V4 Flash 0731 | 6.3 | 6.3 | 55.6% | 1 | 252.67s | 7,044 | 2,160 | 191,210 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 9.9 | 10.0 | 100.0% | 0 | 54.29s | 101,005 | 19,531 | 4,762 | |
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 87.10s | 67,283 | 11,903 | 41,397 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 7.1 | 5.6 | 83.3% | 1 | 12.29s | 10,503 | 481 | 312 | |
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 3.65s | 7,764 | 336 | 1,259 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 3.6 | 7.2 | 22.2% | 1 | 18.11s | 972 | 7,476 | 2,987 | |
| DeepSeek V4 Flash 0731 | 3.5 | 4.4 | 33.3% | 2 | 458.65s | 700 | 104 | 215,629 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 2.46s | 708 | 237 | 0 | |
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 5.64s | 708 | 72 | 533 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 3.32s | 909 | 373 | 320 | |
| DeepSeek V4 Flash 0731 | 9.8 | 10.0 | 100.0% | 0 | 4.46s | 1,101 | 119 | 939 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 3.95s | 894 | 791 | 483 | |
| DeepSeek V4 Flash 0731 | 8.2 | 7.7 | 77.8% | 1 | 9.36s | 1,305 | 397 | 6,801 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 10.0 | 10.0 | 100.0% | 0 | 8.96s | 11,775 | 301 | 225 | |
| DeepSeek V4 Flash 0731 | 10.0 | 10.0 | 100.0% | 0 | 5.42s | 8,889 | 357 | 451 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Claude Opus 4.8 | 3.0 | 10.0 | 0.0% | 0 | 6.14s | 258 | 451 | 214 | |
| DeepSeek V4 Flash 0731 | 3.0 | 10.0 | 0.0% | 0 | 110.63s | 420 | 976 | 27,546 |
Quick Compare
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