- Rank
- #138
- Total Output Tokens
- 129,214
- Response Time (avg)
- 8.68s
- Total Cost
- $0.440
Gemini 3.5 Flash Lite (medium) vs LongCat 2.0 (high)
The average score is effectively tied at 7.3 vs 7.3. Gemini 3.5 Flash Lite (medium) has the lower benchmark cost at $0.440 vs $0.569. Gemini 3.5 Flash Lite (medium) is faster at 8.68s vs 151.67s, with pass rates of 76.8% vs 53.6%.
Compared models
- Rank
- #136
- Total Output Tokens
- 404,635
- Response Time (avg)
- 151.67s
- Total Cost
- $0.569
Recommended model
Gemini 3.5 Flash Lite (medium)
It has the best score here (7.3), while responding about 17.5x faster than LongCat 2.0 (high).
Detailed comparison
| Metric | Gemini 3.5 Flash Lite Gemini 3.5 Flash Lite medium | LongCat 2.0 LongCat 2.0 high |
|---|---|---|
| Score | 7.3 | 7.3 |
| Rank | #138 | #136 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.6 | 8.5 |
| Attempts | 69/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 76.8% | 53.6% |
| Flaky tests | 7 | 4 |
| Total Runs | 69 | 69 |
| Cost per result | 3.140 | 5.681 |
| Total Cost | $0.440 | $0.569 |
| Input Price | $0.300 / 1M | $0.300 / 1M |
| Output Price | $2.500 / 1M | $1.200 / 1M |
| Total Input Tokens | 388,307 | 275,080 |
| Output Tokens | 10,412 | 32,447 |
| Reasoning Tokens | 118,802 | 372,188 |
| Response Time (avg) | 8.68s | 151.67s |
| Response Time (max) | 86.92s | 941.66s |
| Response Time (total) | 199.65s | 3488.43s |
| 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.
#138 Gemini 3.5 Flash Lite
medium- Cost
- $0.010
- Time
- 17.8s
- Tokens
- 4,000 tok
#136 LongCat 2.0
high
Reached the allocated time limit (600 seconds) without receiving showcase output.
- 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
| Agentic | 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 | 3.1 | 33.3% | 1 | 86.92s | 284,391 | 1,520 | 31,459 | |
| LongCat 2.0 | 10.0 | 10.0 | 100.0% | 0 | 116.07s | 181,669 | 1,977 | 16,016 |
| 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 | 10.0 | 10.0 | 100.0% | 0 | 2.11s | 504 | 150 | 5,265 | |
| 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 3.5 Flash Lite | 7.9 | 9.9 | 66.7% | 0 | 9.96s | 8,122 | 471 | 28,930 | |
| 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 3.5 Flash Lite | 7.3 | 5.8 | 83.3% | 1 | 17.87s | 79,299 | 7,303 | 29,209 | |
| 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 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 2.11s | 7,362 | 287 | 2,226 | |
| 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 3.5 Flash Lite | 4.1 | 4.4 | 44.5% | 2 | 5.34s | 656 | 17 | 10,964 | |
| 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 3.5 Flash Lite | 4.7 | 3.1 | 33.3% | 1 | 2.97s | 488 | 100 | 1,558 | |
| 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 3.5 Flash Lite | 9.8 | 10.0 | 100.0% | 0 | 1.72s | 625 | 69 | 2,657 | |
| 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 3.5 Flash Lite | 8.2 | 7.2 | 88.9% | 1 | 1.82s | 570 | 199 | 2,988 | |
| 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 3.5 Flash Lite | 10.0 | 10.0 | 100.0% | 0 | 2.84s | 6,132 | 287 | 1,277 | |
| 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 3.5 Flash Lite | 2.8 | 1.6 | 33.3% | 1 | 3.75s | 158 | 9 | 2,269 | |
| LongCat 2.0 | 3.0 | 10.0 | 0.0% | 0 | 99.44s | 198 | 47 | 14,519 |
Quick Compare
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