- Rank
- #221
- Total Output Tokens
- 143,160
- Response Time (avg)
- 70.08s
- Total Cost
- $0.145
DeepSeek V3.2 (medium) vs Gemini 3.1 Flash Lite Preview
DeepSeek V3.2 (medium) 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 $0.145. Gemini 3.1 Flash Lite Preview is faster at 3.60s vs 70.08s, with pass rates of 62.3% vs 55.1%.
Compared models
- Rank
- #229
- 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 1.6x less than DeepSeek V3.2 (medium).
Detailed comparison
| Metric | DeepSeek V3.2 DeepSeek V3.2 medium | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview none |
|---|---|---|
| Score | 6.3 | 6.2 |
| Rank | #221 | #229 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.5 | 9.7 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 62.3% | 55.1% |
| Flaky tests | 7 | 1 |
| Total Runs | 69 | 69 |
| Cost per result | 1.250 | 0.743 |
| Total Cost | $0.145 | $0.090 |
| Input Price | $0.280 / 1M | $0.250 / 1M |
| Output Price | $0.420 / 1M | $1.500 / 1M |
| Total Input Tokens | 306,662 | 261,962 |
| Output Tokens | 17,819 | 15,760 |
| Reasoning Tokens | 125,341 | 0 |
| Response Time (avg) | 70.08s | 3.60s |
| Response Time (max) | 376.10s | 48.59s |
| Response Time (total) | 1611.86s | 82.91s |
| Parameters | 671B total (37B active) | ~150B total (~10B active) |
| Availability | Open source | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#221 DeepSeek V3.2
medium- Cost
- $0.001
- Time
- 53.6s
- Tokens
- 1,932 tok
#229 Gemini 3.1 Flash Lite Preview
none- Cost
- $0.003
- Time
- 4.7s
- Tokens
- 1,827 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 V3.2 | 3.0 | 10.0 | 0.0% | 0 | 106.33s | 205,606 | 5,987 | 8,386 | |
| 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 V3.2 | 8.2 | 7.9 | 83.3% | 1 | 24.23s | 448 | 3,247 | 6,953 | |
| Gemini 3.1 Flash Lite Preview | 7.5 | 8.4 | 66.7% | 1 | 1.04s | 504 | 1,092 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 6.0 | 7.2 | 55.6% | 1 | 248.68s | 5,717 | 649 | 52,014 | |
| 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 V3.2 | 7.3 | 5.8 | 83.3% | 1 | 79.92s | 76,997 | 5,219 | 24,229 | |
| 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 V3.2 | 10.0 | 10.0 | 100.0% | 0 | 36.09s | 7,388 | 207 | 7,693 | |
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 1.22s | 7,550 | 399 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 2.9 | 4.4 | 22.2% | 2 | 22.94s | 481 | 19 | 6,779 | |
| Gemini 3.1 Flash Lite Preview | 5.3 | 10.0 | 33.3% | 0 | 811ms | 654 | 437 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 3.4 | 2.5 | 33.3% | 1 | 58.29s | 314 | 49 | 2,189 | |
| 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 V3.2 | 10.0 | 10.0 | 100.0% | 0 | 35.78s | 627 | 1,397 | 2,845 | |
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 1.13s | 623 | 574 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 7.0 | 7.2 | 55.6% | 1 | 37.69s | 594 | 518 | 6,375 | |
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 900ms | 570 | 1,045 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 10.0 | 10.0 | 100.0% | 0 | 34.81s | 8,307 | 507 | 859 | |
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 3.39s | 5,894 | 782 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| DeepSeek V3.2 | 3.0 | 10.0 | 0.0% | 0 | 83.99s | 183 | 20 | 7,019 | |
| Gemini 3.1 Flash Lite Preview | 3.0 | 10.0 | 0.0% | 0 | 814ms | 158 | 9 | 0 |
Quick Compare
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