- Rank
- #215
- Total Output Tokens
- 438,891
- Response Time (avg)
- 19.04s
- Total Cost
- $0.736
Gemini 3.1 Flash Lite Preview (low) vs LongCat 2.0
The average score is effectively tied at 6.3 vs 6.4. LongCat 2.0 has the lower benchmark cost at $0.104 vs $0.736. LongCat 2.0 is faster at 8.50s vs 19.04s, with pass rates of 60.9% vs 42.0%.
Compared models
- Rank
- #211
- Total Output Tokens
- 17,473
- Response Time (avg)
- 8.50s
- Total Cost
- $0.104
Recommended model
Gemini 3.1 Flash Lite Preview (low)
It has the strongest score in this comparison (6.3) and the best overall balance of cost and response time across all 2 models.
Detailed comparison
| Metric | Gemini 3.1 Flash Lite Preview Gemini 3.1 Flash Lite Preview low | LongCat 2.0 LongCat 2.0 none |
|---|---|---|
| Score | 6.3 | 6.4 |
| Rank | #215 | #211 |
| Reliability | 10.0 | 10.0 |
| Consistency | 10.0 | 9.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 60.9% | 42.0% |
| Flaky tests | 0 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 5.256 | 1.298 |
| Total Cost | $0.736 | $0.104 |
| Input Price | $0.250 / 1M | $0.300 / 1M |
| Output Price | $1.500 / 1M | $1.200 / 1M |
| Total Input Tokens | 309,715 | 276,199 |
| Output Tokens | 16,170 | 17,473 |
| Reasoning Tokens | 422,721 | 0 |
| Response Time (avg) | 19.04s | 8.50s |
| Response Time (max) | 309.35s | 81.77s |
| Response Time (total) | 437.98s | 195.60s |
| 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.
#215 Gemini 3.1 Flash Lite Preview
low- Cost
- $0.002
- Time
- 3.7s
- Tokens
- 1,203 tok
#211 LongCat 2.0
none- Cost
- $0.027
- Time
- 411.7s
- Tokens
- 22,283 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 |
|---|---|---|---|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite Preview | 5.0 | 10.0 | 0.0% | 0 | 71.29s | 199,519 | 1,453 | 25,259 | |
| LongCat 2.0 | 6.1 | 3.1 | 66.7% | 1 | 81.77s | 167,447 | 8,098 | 0 |
| 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 | 4.8 | 10.0 | 25.0% | 0 | 2.87s | 624 | 503 | 0 |
| 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 | 5.5 | 10.0 | 33.3% | 0 | 2.85s | 7,446 | 578 | 0 |
| 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 | 6.5 | 10.0 | 50.0% | 0 | 28.45s | 83,372 | 7,289 | 0 |
| 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 | 10.0 | 10.0 | 100.0% | 0 | 2.36s | 7,671 | 246 | 0 |
| 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 | 5.3 | 10.0 | 33.3% | 0 | 1.68s | 738 | 28 | 0 |
| 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 | 5.0 | 10.0 | 0.0% | 0 | 2.76s | 489 | 111 | 0 |
| 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 | 2.82s | 675 | 66 | 0 |
| 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 | 4.0 | 5.0 | 33.3% | 2 | 2.74s | 663 | 299 | 0 |
| 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 | 6.64s | 6,867 | 231 | 0 |
| 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 | 3.92s | 207 | 24 | 0 |
Quick Compare
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