- 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 (low)
The average score is effectively tied at 6.3 vs 6.3. DeepSeek V3.2 (medium) has the lower benchmark cost at $0.145 vs $0.736. Gemini 3.1 Flash Lite Preview (low) is faster at 19.04s vs 70.08s, with pass rates of 62.3% vs 60.9%.
Compared models
- Rank
- #215
- Total Output Tokens
- 438,891
- Response Time (avg)
- 19.04s
- Total Cost
- $0.736
Recommended model
DeepSeek V3.2 (medium)
It has the best score here (6.3), while costing about 5.1x less than Gemini 3.1 Flash Lite Preview (low).
Detailed comparison
| Metric | DeepSeek V3.2 DeepSeek V3.2 medium | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview low |
|---|---|---|
| Score | 6.3 | 6.3 |
| Rank | #221 | #215 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.5 | 10.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 62.3% | 60.9% |
| Flaky tests | 7 | 0 |
| Total Runs | 69 | 69 |
| Cost per result | 1.250 | 5.256 |
| Total Cost | $0.145 | $0.736 |
| Input Price | $0.280 / 1M | $0.250 / 1M |
| Output Price | $0.420 / 1M | $1.500 / 1M |
| Total Input Tokens | 306,662 | 309,715 |
| Output Tokens | 17,819 | 16,170 |
| Reasoning Tokens | 125,341 | 422,721 |
| Response Time (avg) | 70.08s | 19.04s |
| Response Time (max) | 376.10s | 309.35s |
| Response Time (total) | 1611.86s | 437.98s |
| 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
#215 Gemini 3.1 Flash Lite Preview
low- Cost
- $0.002
- Time
- 3.7s
- Tokens
- 1,203 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 | 71.29s | 199,519 | 1,453 | 25,259 |
| 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 | 8.3 | 10.0 | 75.0% | 0 | 2.12s | 506 | 462 | 1,638 |
| 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 | 1.39s | 8,138 | 660 | 1,060 |
| 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 | 160.63s | 85,851 | 12,656 | 389,079 |
| 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 | 3.00s | 7,455 | 291 | 696 |
| 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 | 7.7 | 10.0 | 66.7% | 0 | 2.10s | 652 | 18 | 1,191 |
| 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 | 1.54s | 490 | 69 | 384 |
| 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 | 1.49s | 621 | 72 | 753 |
| 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 | 1.69s | 566 | 243 | 1,248 |
| 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 | 9.54s | 5,757 | 237 | 993 |
| 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 | 1.35s | 160 | 9 | 420 |
Quick Compare
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