- Rank
- #159
- Total Output Tokens
- 412,179
- Response Time (avg)
- 16.67s
- Total Cost
- $0.646
Gemini 3.1 Flash Lite Preview (low) vs LongCat 2.0 (high)
The average score is effectively tied at 6.6 vs 6.7. LongCat 2.0 (high) has the lower benchmark cost at $0.492 vs $0.646. Gemini 3.1 Flash Lite Preview (low) is faster at 16.67s vs 153.29s, with pass rates of 63.6% vs 51.5%.
- Rank
- #155
- Total Output Tokens
- 386,642
- Response Time (avg)
- 153.29s
- Total Cost
- $0.492
Recommended model
Gemini 3.1 Flash Lite Preview (low)
It has the best score here (6.6), while responding about 9.2x faster than LongCat 2.0 (high).
Detailed comparison
| Metric | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview low | LongCat 2.0 LongCat 2.0 high |
|---|---|---|
| Score | 6.6 | 6.7 |
| Rank | #159 | #155 |
| Reliability | 10.0 | 10.0 |
| Consistency | 10.0 | 8.4 |
| Attempts | 66/66 | 66/66 |
| Tests Correct | ||
| Attempt pass rate | 63.6% | 51.5% |
| Flaky tests | 0 | 4 |
| Total Runs | 66 | 66 |
| Cost per result | 4.613 | 5.467 |
| Total Cost | $0.646 | $0.492 |
| Input Price | $0.250 / 1M | $0.300 / 1M |
| Output Price | $1.500 / 1M | $1.200 / 1M |
| Total Input Tokens | 110,196 | 93,411 |
| Output Tokens | 14,717 | 30,470 |
| Reasoning Tokens | 397,462 | 356,172 |
| Response Time (avg) | 16.67s | 153.29s |
| Response Time (max) | 309.35s | 941.66s |
| Response Time (total) | 366.69s | 3372.36s |
| Parameters | ~150B total (~10B active) | 1.6T total (48B active) |
| Availability | Closed | Open source |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#159 Gemini 3.1 Flash Lite Preview
low- Cost
- $0.002
- Time
- 3.7s
- Tokens
- 1,203 tok
#155 LongCat 2.0
high
Invalid SVG
- Cost
- $0.000
- Time
- 600.0s
- Tokens
- 0 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
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 8.3 | 10.0 | 75.0% | 0 | 2.12s | 506 | 462 | 1,638 | |
| LongCat 2.0 | 8.9 | 8.1 | 91.7% | 1 | 7.76s | 588 | 303 | 3,300 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 5.5 | 10.0 | 33.3% | 0 | 1.39s | 8,138 | 660 | 1,060 | |
| LongCat 2.0 | 7.8 | 9.3 | 66.7% | 0 | 505.33s | 6,913 | 244 | 192,377 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 3.0 | 10.0 | 0.0% | 0 | 160.63s | 85,851 | 12,656 | 389,079 | |
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 167.13s | 68,941 | 4,934 | 49,558 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 3.00s | 7,455 | 291 | 696 | |
| LongCat 2.0 | 3.6 | 5.8 | 33.3% | 1 | 10.98s | 7,653 | 197 | 2,714 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 7.7 | 10.0 | 66.7% | 0 | 2.10s | 652 | 18 | 1,191 | |
| LongCat 2.0 | 3.6 | 7.2 | 22.2% | 1 | 433.73s | 505 | 23,928 | 86,947 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 4.0 | 10.0 | 0.0% | 0 | 1.54s | 490 | 69 | 384 | |
| LongCat 2.0 | 5.1 | 10.0 | 0.0% | 0 | 17.00s | 480 | 111 | 1,748 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 1.49s | 621 | 72 | 753 | |
| LongCat 2.0 | 6.5 | 10.0 | 50.0% | 0 | 6.96s | 657 | 78 | 1,726 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 1.69s | 566 | 243 | 1,248 | |
| LongCat 2.0 | 3.1 | 7.4 | 11.1% | 1 | 9.18s | 636 | 379 | 2,778 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 10.0 | 10.0 | 100.0% | 0 | 9.54s | 5,757 | 237 | 993 | |
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 10.02s | 6,840 | 249 | 505 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 3.0 | 10.0 | 0.0% | 0 | 1.35s | 160 | 9 | 420 | |
| LongCat 2.0 | 3.0 | 10.0 | 0.0% | 0 | 99.44s | 198 | 47 | 14,519 |
Quick Compare
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