- Rank
- #214
- Total Output Tokens
- 39,912
- Response Time (avg)
- 4.79s
- Total Cost
- $0.183
Gemini 3.5 Flash Lite (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 $0.183. Gemini 3.5 Flash Lite (low) is faster at 4.79s vs 8.50s, with pass rates of 66.7% vs 42.0%.
Compared models
- Rank
- #211
- Total Output Tokens
- 17,473
- Response Time (avg)
- 8.50s
- Total Cost
- $0.104
Recommended model
LongCat 2.0
It has the best score here (6.4), while costing about 1.8x less than Gemini 3.5 Flash Lite (low).
Detailed comparison
| Metric | Gemini 3.5 Flash Lite Gemini 3.5 Flash Lite low | LongCat 2.0 LongCat 2.0 none |
|---|---|---|
| Score | 6.3 | 6.4 |
| Rank | #214 | #211 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.9 | 9.0 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 66.7% | 42.0% |
| Flaky tests | 6 | 3 |
| Total Runs | 69 | 69 |
| Cost per result | 1.521 | 1.298 |
| Total Cost | $0.183 | $0.104 |
| Input Price | $0.300 / 1M | $0.300 / 1M |
| Output Price | $2.500 / 1M | $1.200 / 1M |
| Total Input Tokens | 275,779 | 276,199 |
| Output Tokens | 14,401 | 17,473 |
| Reasoning Tokens | 25,511 | 0 |
| Response Time (avg) | 4.79s | 8.50s |
| Response Time (max) | 53.91s | 81.77s |
| Response Time (total) | 110.24s | 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.
#214 Gemini 3.5 Flash Lite
low- Cost
- $0.007
- Time
- 7.5s
- Tokens
- 2,669 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 3.5 Flash Lite | 5.0 | 10.0 | 0.0% | 0 | 53.91s | 136,614 | 1,502 | 0 | |
| 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 3.5 Flash Lite | 9.0 | 8.3 | 91.7% | 1 | 1.69s | 506 | 351 | 4,032 | |
| 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 3.5 Flash Lite | 4.3 | 10.0 | 0.0% | 0 | 917ms | 8,126 | 464 | 0 | |
| 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 3.5 Flash Lite | 3.8 | 1.6 | 50.0% | 2 | 11.00s | 114,540 | 11,142 | 9,298 | |
| 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 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 859ms | 7,364 | 287 | 0 | |
| 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 3.5 Flash Lite | 5.9 | 7.2 | 55.6% | 1 | 3.55s | 658 | 18 | 6,902 | |
| 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 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 2.34s | 488 | 97 | 1,049 | |
| 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 3.5 Flash Lite | 9.8 | 10.0 | 100.0% | 0 | 1.75s | 621 | 70 | 1,872 | |
| 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 3.5 Flash Lite | 7.6 | 7.2 | 77.8% | 1 | 1.19s | 572 | 168 | 1,494 | |
| 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 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 1.39s | 6,132 | 293 | 0 | |
| 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 3.5 Flash Lite | 4.7 | 1.6 | 66.7% | 1 | 1.65s | 158 | 9 | 864 | |
| LongCat 2.0 | 3.0 | 10.0 | 0.0% | 0 | 3.92s | 207 | 24 | 0 |
Quick Compare
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