- Rank
- #109
- Total Output Tokens
- 211,343
- Response Time (avg)
- 91.29s
- Total Cost
- $0.149
DeepSeek V4 Pro 0423 (high) vs Kimi K3.1 Pro (high)
Kimi K3.1 Pro (high) leads on average score with 8.2 vs 8.1. DeepSeek V4 Pro 0423 (high) has the lower benchmark cost at $0.149 vs $1.646. Kimi K3.1 Pro (high) is faster at 54.31s vs 91.29s, with pass rates of 65.2% vs 79.7%.
Compared models
- Rank
- #107
- Total Output Tokens
- 114,612
- Response Time (avg)
- 54.31s
- Total Cost
- $1.646
Recommended model
DeepSeek V4 Pro 0423 (high)
Its score stays close to the best score here (8.1 vs 8.2), while costing about 11.1x less than Kimi K3.1 Pro (high).
Detailed comparison
| Metric | DeepSeek V4 Pro 0423 DeepSeek V4 Pro 0423 high | Kimi K3.1 Pro Kimi K3.1 Pro high |
|---|---|---|
| Score | 8.1 | 8.2 |
| Rank | #109 | #107 |
| Reliability | 10.0 | 8.5 |
| Consistency | 7.8 | 8.4 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 65.2% | 79.7% |
| Flaky tests | 6 | 5 |
| Total Runs | 69 | 69 |
| Cost per result | 3.717 | 10.288 |
| Total Cost | $0.149 | $1.646 |
| Input Price | $0.209 / 1M | $2.000 / 1M |
| Output Price | $0.418 / 1M | $10.000 / 1M |
| Cache Read Price | $0.018 / 1M | $0.200 / 1M |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 287,061 | 249,927 |
| Output Tokens | 32,056 | 10,175 |
| Reasoning Tokens | 196,607 | 104,437 |
| Response Time (avg) | 91.29s | 54.31s |
| Response Time (max) | 416.76s | 601.80s |
| Response Time (total) | 2099.56s | 1249.02s |
| Parameters | 1.6T total (49B active) | ~2.8T total (~104B active) |
| Availability | Open source | 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.
#109 DeepSeek V4 Pro 0423
high- Cost
- $0.023
- Time
- 257.6s
- Tokens
- 14,870 tok
#107 MoonshotAI: Kimi K3.1 Pro
high- Cost
- $0.074
- Time
- 141.9s
- Tokens
- 7,498 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 64.54s | 196,304 | 9,128 | 10,091 | |
| Kimi K3.1 Pro | 7.4 | 3.8 | 66.7% | 1 | 93.37s | 138,832 | 2,133 | 3,989 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 5.7 | 5.9 | 58.3% | 2 | 25.70s | 536 | 149 | 3,214 | |
| Kimi K3.1 Pro | 10.0 | 10.0 | 100.0% | 0 | 6.91s | 1,650 | 562 | 2,282 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 6.3 | 8.7 | 33.3% | 0 | 243.00s | 5,090 | 383 | 84,580 | |
| Kimi K3.1 Pro | 10.0 | 10.0 | 100.0% | 0 | 24.94s | 8,070 | 464 | 9,637 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 78.99s | 66,082 | 4,582 | 25,404 | |
| Kimi K3.1 Pro | 4.6 | 2.7 | 33.3% | 2 | 36.74s | 80,954 | 5,564 | 3,489 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 25.03s | 7,690 | 274 | 2,166 | |
| Kimi K3.1 Pro | 10.0 | 10.0 | 100.0% | 0 | 4.83s | 7,845 | 273 | 541 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 3.6 | 7.2 | 22.2% | 1 | 249.47s | 578 | 16,870 | 58,188 | |
| Kimi K3.1 Pro | 5.3 | 7.2 | 44.4% | 1 | 274.56s | 1,324 | 131 | 66,591 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 8.83s | 471 | 115 | 1,013 | |
| Kimi K3.1 Pro | 10.0 | 10.0 | 100.0% | 0 | 8.92s | 735 | 171 | 800 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 7.8 | 6.6 | 83.3% | 1 | 8.73s | 627 | 66 | 2,726 | |
| Kimi K3.1 Pro | 10.0 | 10.0 | 100.0% | 0 | 5.71s | 1,185 | 147 | 1,029 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 6.9 | 4.9 | 77.8% | 2 | 56.85s | 591 | 178 | 2,563 | |
| Kimi K3.1 Pro | 8.2 | 7.2 | 88.9% | 1 | 8.23s | 1,425 | 325 | 2,477 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 9.8 | 10.0 | 100.0% | 0 | 15.92s | 8,909 | 295 | 701 | |
| Kimi K3.1 Pro | 10.0 | 10.0 | 100.0% | 0 | 11.68s | 7,439 | 348 | 228 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 3.0 | 10.0 | 0.0% | 0 | 34.01s | 183 | 16 | 5,961 | |
| Kimi K3.1 Pro | 3.0 | 10.0 | 0.0% | 0 | 89.65s | 468 | 57 | 13,374 |
Quick Compare
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