- Rank
- #129
- Total Output Tokens
- 46,004
- Response Time (avg)
- 14.05s
- Total Cost
- $0.083
DeepSeek V4 Pro 0423 vs Gemini 3.5 Flash Lite (medium)
DeepSeek V4 Pro 0423 leads on average score with 7.4 vs 7.3. DeepSeek V4 Pro 0423 has the lower benchmark cost at $0.083 vs $0.440. Gemini 3.5 Flash Lite (medium) is faster at 8.68s vs 14.05s, with pass rates of 49.3% vs 76.8%.
Compared models
- Rank
- #138
- Total Output Tokens
- 129,214
- Response Time (avg)
- 8.68s
- Total Cost
- $0.440
Recommended model
DeepSeek V4 Pro 0423
It has the best score here (7.4), while costing about 5.3x less than Gemini 3.5 Flash Lite (medium).
Detailed comparison
| Metric | DeepSeek V4 Pro 0423 DeepSeek V4 Pro 0423 none | Gemini 3.5 Flash Lite Gemini 3.5 Flash Lite medium |
|---|---|---|
| Score | 7.4 | 7.3 |
| Rank | #129 | #138 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.7 | 7.6 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 49.3% | 76.8% |
| Flaky tests | 4 | 7 |
| Total Runs | 69 | 69 |
| Cost per result | 2.341 | 3.140 |
| Total Cost | $0.083 | $0.440 |
| Input Price | $0.209 / 1M | $0.300 / 1M |
| Output Price | $0.418 / 1M | $2.500 / 1M |
| Cache Read Price | $0.018 / 1M | $0.030 / 1M |
| Cache Write Price | N/A | $0.084 / 1M |
| Total Input Tokens | 304,186 | 388,307 |
| Output Tokens | 46,004 | 10,412 |
| Reasoning Tokens | 0 | 118,802 |
| Response Time (avg) | 14.05s | 8.68s |
| Response Time (max) | 119.44s | 86.92s |
| Response Time (total) | 323.17s | 199.65s |
| Parameters | 1.6T total (49B active) | ~150B total (~10B 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.
#129 DeepSeek V4 Pro 0423
none
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Cost
- $0.000
- Time
- 300.0s
- Tokens
- 0 tok
#138 Gemini 3.5 Flash Lite
medium- Cost
- $0.010
- Time
- 17.8s
- Tokens
- 4,000 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 |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 10.0 | 10.0 | 100.0% | 0 | 65.50s | 156,108 | 10,457 | 0 | |
| Gemini 3.5 Flash Lite | 4.7 | 3.1 | 33.3% | 1 | 86.92s | 284,391 | 1,520 | 31,459 |
| 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 | 3.2 | 6.1 | 16.7% | 2 | 4.02s | 540 | 1,168 | 0 | |
| Gemini 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 2.11s | 504 | 150 | 5,265 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 5.6 | 10.0 | 33.3% | 0 | 13.38s | 7,275 | 5,500 | 0 | |
| Gemini 3.5 Flash Lite | 7.9 | 9.9 | 66.7% | 0 | 9.96s | 8,122 | 471 | 28,930 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 7.9 | 6.9 | 66.7% | 1 | 71.59s | 122,040 | 26,362 | 0 | |
| Gemini 3.5 Flash Lite | 7.3 | 5.8 | 83.3% | 1 | 17.87s | 79,299 | 7,303 | 29,209 |
| 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 | 4.61s | 7,568 | 200 | 0 | |
| Gemini 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 2.11s | 7,362 | 287 | 2,226 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 3.0 | 10.0 | 0.0% | 0 | 4.91s | 675 | 20 | 0 | |
| Gemini 3.5 Flash Lite | 4.1 | 4.4 | 44.5% | 2 | 5.34s | 656 | 17 | 10,964 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 5.0 | 10.0 | 0.0% | 0 | 2.05s | 471 | 126 | 0 | |
| Gemini 3.5 Flash Lite | 4.7 | 3.1 | 33.3% | 1 | 2.97s | 488 | 100 | 1,558 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Pro 0423 | 6.3 | 5.8 | 66.7% | 1 | 4.12s | 627 | 713 | 0 | |
| Gemini 3.5 Flash Lite | 9.8 | 10.0 | 100.0% | 0 | 1.72s | 625 | 69 | 2,657 |
| Puzzle Solving | 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 | 3.61s | 594 | 442 | 0 | |
| Gemini 3.5 Flash Lite | 8.2 | 7.2 | 88.9% | 1 | 1.82s | 570 | 199 | 2,988 |
| Tool Calling | 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 | 7.40s | 8,105 | 328 | 0 | |
| Gemini 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 2.84s | 6,132 | 287 | 1,277 |
| 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 | 5.76s | 183 | 688 | 0 | |
| Gemini 3.5 Flash Lite | 2.8 | 1.6 | 33.3% | 1 | 3.75s | 158 | 9 | 2,269 |
Quick Compare
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