- Rank
- #247
- Total Output Tokens
- 115,591
- Response Time (avg)
- 38.64s
- Total Cost
- $0.149
DeepSeek V4 Flash 0423 vs Gemini 3.1 Flash Lite Preview
DeepSeek V4 Flash 0423 leads on average score with 6.3 vs 6.2. Gemini 3.1 Flash Lite Preview has the lower benchmark cost at $0.090 vs $0.149. Gemini 3.1 Flash Lite Preview is faster at 3.60s vs 38.64s, with pass rates of 30.4% vs 55.1%.
Compared models
- Rank
- #253
- Total Output Tokens
- 15,760
- Response Time (avg)
- 3.60s
- Total Cost
- $0.090
Recommended model
Gemini 3.1 Flash Lite Preview
Its score stays close to the best score here (6.2 vs 6.3), while costing about 1.7x less than DeepSeek V4 Flash 0423.
Detailed comparison
| Metric | DeepSeek V4 Flash 0423 DeepSeek V4 Flash 0423 none | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview none |
|---|---|---|
| Score | 6.3 | 6.2 |
| Rank | #247 | #253 |
| Reliability | 10.0 | 10.0 |
| Consistency | 8.6 | 9.7 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 30.4% | 55.1% |
| Flaky tests | 4 | 1 |
| Total Runs | 69 | 69 |
| Cost per result | 1.220 | 0.743 |
| Total Cost | $0.149 | $0.090 |
| Input Price | $0.002 / 1M | $0.250 / 1M |
| Output Price | $1.280 / 1M | $1.500 / 1M |
| Cache Read Price | $0.002 / 1M | $0.025 / 1M |
| Cache Write Price | N/A | $0.084 / 1M |
| Total Input Tokens | 403,455 | 261,962 |
| Output Tokens | 100,227 | 12,799 |
| Reasoning Tokens | 15,364 | 2,961 |
| Response Time (avg) | 38.64s | 3.60s |
| Response Time (max) | 247.27s | 48.59s |
| Response Time (total) | 888.69s | 82.91s |
| Parameters | 284B total (13B 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.
#247 DeepSeek V4 Flash 0423
none- Cost
- $0.004
- Time
- 157.6s
- Tokens
- 11,297 tok
#253 Gemini 3.1 Flash Lite Preview
none- Cost
- $0.003
- Time
- 4.7s
- Tokens
- 1,827 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 10.0 | 10.0 | 100.0% | 0 | 92.87s | 163,225 | 14,865 | 0 | |
| Gemini 3.1 Flash Lite Preview | 5.0 | 10.0 | 0.0% | 0 | 48.59s | 141,007 | 1,599 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 3.0 | 10.0 | 0.0% | 0 | 20.18s | 540 | 174 | 0 | |
| Gemini 3.1 Flash Lite Preview | 7.5 | 8.4 | 66.7% | 1 | 1.04s | 504 | 542 | 550 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 4.2 | 7.4 | 11.1% | 1 | 17.13s | 7,279 | 498 | 9,219 | |
| Gemini 3.1 Flash Lite Preview | 5.5 | 10.0 | 33.3% | 0 | 967ms | 8,128 | 670 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 4.6 | 1.8 | 66.7% | 2 | 179.61s | 214,492 | 83,536 | 6,145 | |
| Gemini 3.1 Flash Lite Preview | 3.0 | 10.0 | 0.0% | 0 | 6.23s | 96,386 | 9,084 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 10.0 | 10.0 | 100.0% | 0 | 23.79s | 7,290 | 195 | 0 | |
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 1.22s | 7,550 | 279 | 120 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 3.0 | 10.0 | 0.0% | 0 | 15.31s | 675 | 17 | 0 | |
| Gemini 3.1 Flash Lite Preview | 5.3 | 10.0 | 33.3% | 0 | 811ms | 654 | 18 | 419 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 4.2 | 9.9 | 0.0% | 0 | 23.74s | 471 | 67 | 0 | |
| Gemini 3.1 Flash Lite Preview | 4.0 | 10.0 | 0.0% | 0 | 741ms | 488 | 69 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 6.5 | 10.0 | 50.0% | 0 | 17.54s | 627 | 321 | 0 | |
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 1.13s | 623 | 72 | 502 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 3.1 | 7.3 | 11.1% | 1 | 23.72s | 594 | 207 | 0 | |
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 900ms | 570 | 221 | 824 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 10.0 | 10.0 | 100.0% | 0 | 77.93s | 8,079 | 327 | 0 | |
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 3.39s | 5,894 | 236 | 546 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V4 Flash 0423 | 3.0 | 10.0 | 0.0% | 0 | 3.07s | 183 | 20 | 0 | |
| Gemini 3.1 Flash Lite Preview | 3.0 | 10.0 | 0.0% | 0 | 814ms | 158 | 9 | 0 |
Quick Compare
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